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Essay On Nature | Nature Essay for Students and Children in 500 Words

February 13, 2024 by Prasanna

Essay On Nature: An Essay on Nature helps the students to understand the implications of the natural world. From the various flora and fauna to the expansive biomes, nature has a lot to offer. However, ever since humans and showed up, the planet has started to change drastically. Nature seems to be getting sparser every year, animals disappear, and trees get cut down only to be replaced by skyscrapers.

Hence, it is crucial to enable students to understand that nature should be conserved. And there is no better way to do it than to write an essay on nature. Furthermore, the earlier that students are educated about the plight of nature, the better the chances that future generations act on the matter. Read on about Essay on Nature Conservation, Importance of Nature, Beauty of Nature and for School Children and Kids. Explore the “do’s” and “don’ts” when writing an essay on nature:

You can also find more  Essay Writing  articles on events, persons, sports, technology and many more.

Essay On Nature – Important Points to Note

When writing an essay on nature, or any essay for that matter, remember the following:

• Before starting the essay, do your research. This will help you create quality content.
• Write an introductory paragraph for the essay
• Reduce the use of jargons unless the topic is very technical
• Write in points wherever possible
• Break up the content into digestible chunks
• Use dates, names and factual figures
• End the essay with a conclusion
• Read through the essay to find and remove grammatical issues or factual errors.

“Look deep into Nature and then you will understand everything Better” – Nature Essay

Essay On Nature – Sample 1 (250 Words)

Nature, in its broadest sense, is a term that refers to the physical world and life in general. It encompasses all life on earth, including humans. However, it does not include human activities. The term nature is derived from the Latin word, “Natura”, which translates to “essential qualities” or “innate disposition.” Nature seems to be getting sparser every year, animals disappear, and trees get cut down only to be replaced by skyscrapers

As stated above, nature includes not just life, but a host of other non-living physical entities. These include the atmosphere, climate, weather, water and even abstract factors like the aesthetic beauty of nature. Nature did not arise spontaneously; hence if we were to make an accurate timeline, it would encompass billion of years of progress and evolution.

The earth is thought to have formed when gravity pulled the stellar gas, dust and debris together, eventually forming a planet. And like the other terrestrial planets in the solar system, the earth is made up of a central core and a rocky mantle. But before the earth got to this stage, scientists believe that the earth’s surface was entirely covered by hot molten rock or magma. Only after a few billion years did it start cooling down, creating the solid crust that we are familiar with today.

Just like the non-living components of nature, life did not arise instantaneously. It took billions of years for the earliest precursors of life to show up. However, these “organisms” were nothing more than a self-replicating molecule. However, from this precursor, life has evolved into the multitude of lifeforms that we see today. Today, the complex interaction between living things and non-living things contributes to the concept of nature.

500 Words Nature Essay

Nature can be understood as a “phenomena” that encompasses the physical world and the life which interacts with it. It includes humans and every other form of life present on the planet. The word nature has its roots in Latin. It is derived from the word “Natura” which means “essential qualities”. However, in ancient times, the word was a literal synonym for “birth”.

Today, the word “nature” refers to wildlife and geology. This means it includes the realm that includes all forms of life and the many processes associated with non-living objects. In most cases, nature also refers to the forests and the wildlife living within. Other definitions indicate places with the absence of human intervention as nature too.

The evolution of nature is not spontaneous; it took billions of years of geological time for its formation. According to scientists, the earth was formed nearly 4.54 billion years ago. Before this time, the earth was a giant, swirling mass of gas and debris orbiting the sun. The early earth was a completely different place. The atmosphere was completely devoid of oxygen, and there was no water on its surface. It was a hellish place with extremely high temperatures.

The landscape was littered with molten magma and thick plumes of toxic smoke. Life was nowhere in sight, and it would not emerge for several billion years more. As the earth cooled down, water condensed and fell as rain. However, it rained for such a long time that the basins and troughs began to fill up with water. This event created the very first oceans of the world. However, the earth was still devoid of life and oxygen was non-existent in the atmosphere.

One of the biggest unsolved mysteries today is the origin of life. There are fossils to support the earliest organisms, but nothing was known of how they came about. Scientists have put forth many speculations and hypotheses stating the origin of life. One of the most popular is the Deep-sea Hydrothermal Vents Theory. It states that the earliest precursors to life originated from underwater volcanic vents. These volcanic vents spewed out minerals that were abundant in many nutrients required for early life forms. However, this is just a speculation that there is no conclusive evidence supporting the same.

The first undisputed evidence of life emerged some 3.7 billion years ago. These were similar to today’s cyanobacteria – which were microscopic single-celled organisms. Since then, life has had billions of years to evolve. And when life emerged from the seas on to dry land, major evolutionary leaps were made. The first-ever land plants appeared followed by the invertebrates. Vertebrates made their way on to land much later, evolving into magnificent life forms such as the dinosaurs. On the geological timescale, we humans evolved only recently. The fossils of our earliest ancestors are over 200,000 years old.

Conclusion on Nature Essay

However, our technology and progress have had a detrimental effect on the planet. Our climates are changing and temperatures and rising. We are losing our polar icecaps, and as a result, ocean levels are rising. All these factors can cause destruction in the near future if we do not keep a check on our carbon footprint and deforestation. Essay on Nature In Hindi, Marathi, Telugu and Kannada will update soonly.

FAQ’s on Essay On Nature

Question 1. What is nature?

Answer: Nature encompasses the physical world and the life which interacts with it.

Question 2. What is the importance of nature?

Answer: Without nature, the natural balance in the ecosystem is lost. This can lead to many detrimental effects such as global warming, greenhouse effect, rising sea levels, increased natural calamities.

Question 3. How does nature help us?

Answer: Nature provides a lot of resources. Some of these resources are life-saving and others are of significant commercial value. It also keeps a check on the adverse effects of human activities.

Question 4. Are humans nature?

Answer: Humans and all other lifeforms are a part of nature. But human activities are not a part of nature.

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• School Education /

Essay on Nature: In 100 Words, 200 Words, 300 Words

• Updated on  
• Oct 13, 2023

Nature is the intricate web of life that surrounds us, encompassing everything from the air we breathe to the majestic landscapes we admire. It includes the delicate balance of ecosystems, the diversity of flora and fauna, and the natural resources that sustain all living beings on Earth. Exploring the beauty and significance of nature is not only a pleasurable endeavour but also a crucial one, as it reminds us of our responsibility to protect and preserve our environment.

Table of Contents

• 1 Tips to Write the Best Essay
• 2 Essay on Nature in 100 Words
• 3 Essay on Nature in 200 Words
• 4 Essay on Nature in 300 Words

Tips to Write the Best Essay

Here are some tips to craft an exceptional essay:

• Understand the Topic: Grasp the essence of the topic and its different aspects before you start writing.
• Structure: Organize your essay coherently, with a clear introduction, body paragraphs, and a conclusion.
• Thesis Statement: Formulate a strong thesis statement that summarizes the main point you want to convey.
• Use Vivid Language: Employ descriptive language to bring the beauty of nature to life for your readers.
• Supporting Evidence: Back up your points with facts, statistics, and examples to make your essay more convincing.
• Variety of Ideas: Discuss different perspectives and dimensions of the topic to showcase a comprehensive understanding.
• Proofread: Edit your essay for grammar, punctuation, and clarity before submitting it.

Essay on Nature in 100 Words

Nature is a precious gift, encompassing all living and non-living entities. It provides us with air, water, food, and shelter. The beauty of nature soothes our souls and brings us closer to the marvels of creation. However, human activities are threatening the delicate balance of ecosystems, leading to pollution, deforestation, and climate change. It’s our responsibility to protect and preserve nature for future generations to enjoy its wonders.

Essay on Nature in 200 Words

Nature is the ultimate source of inspiration and sustenance for all life forms on Earth. From the smallest microorganisms to the tallest trees, every aspect of nature plays a crucial role in maintaining the delicate balance of our planet. The diversity of flora and fauna, the intricate ecosystems, and the natural resources provide us with food, shelter, and even the air we breathe.

Despite its undeniable importance, human activities are wreaking havoc on nature. Deforestation, pollution, and excessive use of natural resources are causing irreparable damage to our environment. Climate change, triggered by human-induced factors, is resulting in extreme weather events and rising sea levels, endangering both human and animal habitats.

Preserving nature is not a choice; it’s a necessity. The responsibility to conserve nature lies in the hands of every individual. Planting trees, reducing waste, using sustainable resources, and raising awareness about the importance of nature are steps we can take to mitigate the damage.

Nature has provided us with boundless beauty and resources, but it’s up to us to ensure its survival. By respecting and nurturing the natural world, we can secure a healthier and more vibrant planet for current and future generations.

Essay on Nature in 300 Words

Nature is a symphony of vibrant life forms and dynamic ecosystems that create a harmonious and intricate web of existence. The lush greenery of forests, the tranquil blue of oceans, the diverse habitats of animals, and the breathtaking landscapes remind us of the sheer magnificence of the world we inhabit. It’s a world that offers us both solace and sustenance, making our survival intertwined with its preservation.

The ecosystem services provided by nature are immeasurable. The forests act as the lungs of the Earth, producing oxygen and absorbing carbon dioxide. Wetlands filter our water, providing us with clean and fresh sources of hydration. Bees and other pollinators enable the growth of crops, contributing to global food security.

However, the rampant disregard for nature’s delicate balance is leading to alarming consequences. The relentless deforestation for urbanization and agriculture is causing habitat loss, leading to the extinction of numerous species. The excessive emission of greenhouse gases is driving climate change, with rising temperatures and unpredictable weather patterns threatening vulnerable communities.

To ensure the well-being of our planet and future generations, conservation and sustainable practices are imperative. Afforestation and reforestation efforts must be intensified to restore lost ecosystems. Transitioning to renewable energy sources can reduce carbon emissions and mitigate climate change. Moreover, raising awareness and fostering a deep connection with nature can instil a sense of responsibility and inspire positive action.

In conclusion, nature is not merely a resource for human exploitation; it’s a complex and interconnected system that sustains life in all its forms. We must recognize our role as custodians of the environment and act with diligence to protect and preserve it. By embracing sustainable practices and fostering a profound respect for nature, we can secure a future where the world’s natural wonders continue to thrive.

Nature encompasses the entirety of the physical world and its components, including landscapes, flora, fauna, air, water, and ecosystems. It encompasses the natural environment and all living and non-living elements that shape and sustain life on Earth.

Nature is vital for our survival, providing resources like air, water, and food. It maintains ecological balance, supports biodiversity, and offers inspiration and solace. However, human activities threaten its delicate equilibrium, necessitating conservation efforts.

Saving nature requires planting trees, reducing waste, using sustainable resources, and raising awareness about its importance. Adopting renewable energy sources, practising responsible consumption, and fostering a connection with nature are crucial steps in its preservation.

We hope that this essay blog on Nature helps. For more amazing daily reads related to essay writing , stay tuned with Leverage Edu .

Manasvi Kotwal

Manasvi's flair in writing abilities is derived from her past experience of working with bootstrap start-ups, Advertisement and PR agencies as well as freelancing. She's currently working as a Content Marketing Associate at Leverage Edu to be a part of its thriving ecosystem.

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• Nature Essay

Essay About Nature

Nature refers to the interaction between the physical surroundings around us and the life within it like atmosphere, climate, natural resources, ecosystem, flora, fauna, and humans. Nature is indeed God’s precious gift to Earth. It is the primary source of all the necessities for the nourishment of all living beings on Earth. Right from the food we eat, the clothes we wear, and the house we live in is provided by nature. Nature is called ‘Mother Nature’ because just like our mother, she is always nurturing us with all our needs. 

Whatever we see around us, right from the moment we step out of our house is part of nature. The trees, flowers, landscapes, insects, sunlight, breeze, everything that makes our environment so beautiful and mesmerizing are part of Nature. In short, our environment is nature. Nature has been there even before the evolution of human beings. 

Importance of Nature

If not for nature then we wouldn’t be alive. The health benefits of nature for humans are incredible. The most important thing for survival given by nature is oxygen. The entire cycle of respiration is regulated by nature. The oxygen that we inhale is given by trees and the carbon dioxide we exhale is getting absorbed by trees. 

The ecosystem of nature is a community in which producers (plants), consumers, and decomposers work together in their environment for survival. The natural fundamental processes like soil creation, photosynthesis, nutrient cycling, and water cycling, allow Earth to sustain life. We are dependent on these ecosystem services daily whether or not we are aware.

Nature provides us services round the clock: provisional services, regulating services, and non-material services. Provisional services include benefits extracted from nature such as food, water, natural fuels and fibres, and medicinal plants. Regulating services include regulation of natural processes that include decomposition, water purification, pollution, erosion and flood control, and also, climate regulation. Non-material services are the non-material benefits that improve the cultural development of humans such as recreation, creative inspiration from interaction with nature like art, music, architecture, and the influence of ecosystems on local and global cultures. 

The interaction between humans and animals, which are a part of nature, alleviates stress, lessens pain and worries. Nature provides company and gives people a sense of purpose. 

Studies and research have shown that children especially have a natural affinity with nature. Regular interaction with nature has boosted health development in children. Nature supports their physical and mental health and instills abilities to access risks as they grow. 

Role and Importance of Nature

The natural cycle of our ecosystem is vital for the survival of organisms. We all should take care of all the components that make our nature complete. We should be sure not to pollute the water and air as they are gifts of Nature.

Mother nature fosters us and never harms us. Those who live close to nature are observed to be enjoying a healthy and peaceful life in comparison to those who live in urban areas. Nature gives the sound of running fresh air which revives us, sweet sounds of birds that touch our ears, and sounds of breezing waves in the ocean makes us move within.

All the great writers and poets have written about Mother Nature when they felt the exceptional beauty of nature or encountered any saddening scene of nature. Words Worth who was known as the poet of nature, has written many things in nature while being in close communion with nature and he has written many things about Nature. Nature is said to be the greatest teacher as it teaches the lessons of immortality and mortality. Staying in close contact with Nature makes our sight penetrative and broadens our vision to go through the mysteries of the planet earth. Those who are away from nature can’t understand the beauty that is held by Nature. The rise in population on planet earth is leading to a rise in consumption of natural resources.  Because of increasing demands for fuels like Coal, petroleum, etc., air pollution is increasing at a rapid pace.  The smoke discharged from factory units and exhaust tanks of cars is contaminating the air that we breathe. It is vital for us to plant more trees in order to reduce the effect of toxic air pollutants like Carbon monoxide, sulphur dioxide, nitrogen dioxide, etc. 

Save Our Nature

Earth’s natural resources are not infinite and they cannot be replenished in a short period. The rapid increase in urbanization has used most of the resources like trees, minerals, fossil fuels, and water. Humans in their quest for a comfortable living have been using the resources of nature mindlessly. As a result, massive deforestation, resultant environmental pollution, wildlife destruction, and global warming are posing great threats to the survival of living beings. 

Air that gives us oxygen to breathe is getting polluted by smoke, industrial emissions, automobile exhaust, burning of fossil fuels like coal, coke and furnace oil, and use of certain chemicals. The garbage and wastes thrown here and there cause pollution of air and land. 

Sewage, organic wastage, industrial wastage, oil spillage, and chemicals pollute water. It is causing several water-borne diseases like cholera, jaundice and typhoid. 

The use of pesticides and chemical fertilizers in agriculture adds to soil pollution. Due to the mindless cutting of trees and demolition of greeneries for industrialization and urbanization, the ecological balance is greatly hampered. Deforestation causes flood and soil erosion.

Earth has now become an ailing planet panting for care and nutrition for its rejuvenation. Unless mankind puts its best effort to save nature from these recurring situations, the Earth would turn into an unfit landmass for life and activity. 

We should check deforestation and take up the planting of trees at a massive rate. It will not only save the animals from being extinct but also help create regular rainfall and preserve soil fertility. We should avoid over-dependence on fossil fuels like coal, petroleum products, and firewood which release harmful pollutants to the atmosphere. Non-conventional sources of energy like the sun, biogas and wind should be tapped to meet our growing need for energy. It will check and reduce global warming. 

Every drop of water is vital for our survival. We should conserve water by its rational use, rainwater harvesting, checking the surface outflow, etc. industrial and domestic wastes should be properly treated before they are dumped into water bodies. 

Every individual can do his or her bit of responsibility to help save the nature around us. To build a sustainable society, every human being should practice in heart and soul the three R’s of Reduce, Reuse, and Recycle. In this way, we can save our nature.  

Nature Conservation

Nature conservation is very essential for future generations, if we will damage nature our future generations will suffer.

Nowadays, technological advancement is adversely affecting our nature. Humans are in the quest and search for prosperity and success that they have forgotten the value and importance of beautiful Nature around. The ignorance of nature by humans is the biggest threat to nature. It is essential to make people aware and make them understand the importance of nature so that they do not destroy it in the search for prosperity and success.

On high priority, we should take care of nature so that nature can continue to take care of us. Saving nature is the crying need of our time and we should not ignore it. We should embrace simple living and high thinking as the adage of our lives.  

FAQs on Nature Essay

1. How Do You Define Nature?

Nature is defined as our environment. It is the interaction between the physical world around us and the life within it like the atmosphere, climate, natural resources, ecosystem, flora, fauna and humans. Nature also includes non-living things such as water,  mountains, landscape, plants, trees and many other things. Nature adds life to mother earth. Nature is the treasure habitation of every essential element that sustains life on this planet earth. Human life on Earth would have been dull and meaningless without the amazing gifts of nature. 

2. How is Nature Important to Us?

Nature is the only provider of everything that we need for survival. Nature provides us with food, water, natural fuels, fibres, and medicinal plants. Nature regulates natural processes that include decomposition, water purification, pollution, erosion, and flood control. It also provides non-material benefits like improving the cultural development of humans like recreation, etc. 

An imbalance in nature can lead to earthquakes, global warming, floods, and drastic climate changes. It is our duty to understand the importance of nature and how it can negatively affect us all if this rapid consumption of natural resources, pollution, and urbanization takes place.

3. How Should We Save Our Nature?

We should check deforestation and take up the planting of trees at a massive rate. It will save the animals from being extinct but also help create regular rainfall and preserve soil fertility. We should avoid over-dependence on fossil fuels like coal, petroleum products, and firewood which release harmful pollutants to the atmosphere. We should start using non-conventional sources of energy like the sun, biogas, and wind to meet our growing need for energy. It will check and reduce global warming. Water is vital for our survival and we should rationalize our use of water. 

Essay on Nature

Here we have shared the Essay on Nature in detail so you can use it in your exam or assignment of 150, 250, 400, 500, or 1000 words.

You can use this Essay on Nature in any assignment or project whether you are in school (class 10th or 12th), college, or preparing for answer writing in competitive exams. 

Topics covered in this article.

Essay on Nature in 150-250 words

Essay on nature in 300-450 words, essay on nature in 500-1000 words.

Nature is a precious gift that surrounds us, encompassing the world’s landscapes, ecosystems, and living beings. It is a source of immense beauty, inspiration, and solace. From towering mountains to vast oceans, lush forests to serene meadows, nature provides us with breathtaking sights and a sense of awe.

Nature is not only visually captivating but also essential for our survival and well-being. It sustains life by providing clean air, fresh water, and fertile soil. It is home to a diverse array of plants and animals, each playing a vital role in maintaining ecological balance.

Furthermore, spending time in nature has numerous benefits for our physical and mental health. It rejuvenates our spirits, reduces stress, and enhances our overall well-being. Immersing ourselves in nature’s tranquility allows us to disconnect from the fast-paced world and reconnect with our inner selves.

However, human activities have taken a toll on nature. Deforestation, pollution, and climate change threaten the delicate balance of ecosystems and the survival of countless species. It is our responsibility to protect and conserve nature for future generations.

Appreciating nature’s beauty and recognizing its significance is crucial. We must strive to live in harmony with nature, practicing sustainable lifestyles and preserving natural resources. By valuing and respecting nature, we can ensure its preservation and continue to enjoy its countless gifts.

In conclusion, nature is a precious and awe-inspiring entity that sustains life and provides solace and inspiration. It is essential for our physical and mental well-being. As stewards of the Earth, it is our responsibility to protect and conserve nature, ensuring its preservation for future generations to cherish and enjoy.

Nature is a magnificent and awe-inspiring gift that surrounds us, encompassing the diverse landscapes, ecosystems, and living beings that make up our planet. From the majestic mountains to the serene lakes, from the vibrant forests to the vast oceans, nature captivates us with its beauty, power, and serenity.

Nature provides us with numerous benefits and is essential for our survival and well-being. It is the source of clean air, freshwater, and fertile soil that sustains life on Earth. The intricate web of ecosystems, comprising plants, animals, and microorganisms, works together to maintain the delicate balance of nature.

Beyond its practical importance, nature has a profound impact on our physical and mental health. Spending time in nature has been shown to reduce stress, improve mood, and enhance overall well-being. The sight of a breathtaking sunset, the sound of waves crashing on the shore, or the touch of grass beneath our feet can have a soothing and therapeutic effect, allowing us to reconnect with ourselves and find solace in the beauty of the natural world.

Unfortunately, human activities have had a detrimental impact on nature. Deforestation, pollution, climate change, and habitat destruction threaten the delicate balance of ecosystems and the survival of countless species. It is imperative that we recognize the urgency of preserving and protecting nature for future generations.

Conservation and sustainable practices are vital for ensuring the continued well-being of our planet. We must strive to live in harmony with nature, embracing sustainable lifestyles and adopting practices that minimize our ecological footprint. This includes reducing waste, conserving energy and water, practicing responsible consumption, and supporting conservation efforts.

Furthermore, education and awareness play a crucial role in fostering a deeper appreciation and understanding of nature. By learning about the intricate interconnectedness of ecosystems and the importance of biodiversity, we can develop a sense of responsibility and take action to protect and conserve the natural world.

Preserving nature is not just about ensuring our own well-being; it is a moral obligation to future generations and a commitment to the intrinsic value of all living beings and ecosystems. By valuing and respecting nature, we can create a more sustainable and harmonious future, where humans coexist with the natural world in a mutually beneficial relationship.

In conclusion, nature is a source of wonder, beauty, and vital resources. It sustains life, nourishes our souls, and provides us with a profound sense of connection. As custodians of the Earth, it is our responsibility to protect and preserve nature, adopting sustainable practices and fostering a deep appreciation for the natural world. By doing so, we can ensure a vibrant and thriving planet for ourselves and future generations to enjoy and cherish.

Title: Nature – A Pristine Gift Nurturing Life and Inspiring the Human Spirit

Introduction :

Nature, with its awe-inspiring landscapes, diverse ecosystems, and intricate web of life, is a pristine gift that surrounds us. It captivates us with its beauty, serenity, and transformative power. This essay explores the profound relationship between humans and nature, highlighting its importance for our physical, mental, and spiritual well-being. It also emphasizes the urgent need to protect and preserve nature in the face of environmental challenges.

The Beauty and Diversity of Nature

Nature encompasses a vast array of breathtaking landscapes, from snow-capped mountains to lush forests, from vast oceans to tranquil meadows. Each holds its unique charm, captivating us with its grandeur, tranquility, and raw beauty. From the vibrant colors of blooming flowers to the graceful flight of birds, nature’s diversity evokes wonder and ignites our imagination.

Nurturing Life and Ecosystems

Nature sustains life on Earth, providing vital resources and supporting intricate ecosystems. It supplies us with clean air, freshwater, and fertile soil, enabling the growth of crops and the survival of diverse species. The delicate balance of ecosystems ensures the survival of plants, animals, and microorganisms, each playing a crucial role in maintaining biodiversity and ecological harmony.

Physical and Mental Well-being

Spending time in nature has numerous physical and mental health benefits. It reduces stress, anxiety, and depression, promoting a sense of calm and well-being. The healing power of nature can be seen in activities such as forest bathing, where individuals immerse themselves in natural environments to enhance their overall health. Nature provides a respite from the fast-paced urban life, allowing us to disconnect, recharge, and rejuvenate our spirits.

Inspiration and Spiritual Connection

Nature inspires us and stirs our innermost emotions. The grandeur of a mountain range, the rhythmic crashing of waves, or the delicate beauty of a flower can evoke a profound sense of awe and wonder. Nature’s beauty stimulates our creativity, kindles our imagination, and nurtures our spirit. It serves as a reminder of our place in the larger tapestry of life, connecting us to something greater than ourselves.

Environmental Challenges and the Need for Conservation

Nature is facing unprecedented challenges due to human activities. Deforestation, pollution, climate change, and habitat destruction pose significant threats to the delicate balance of ecosystems and the survival of countless species. The urgency to protect and preserve nature has never been greater. Conservation efforts, sustainable practices, and environmental awareness are crucial in mitigating these challenges and ensuring a sustainable future.

Cultivating a Connection with Nature

To protect and preserve nature, it is essential to cultivate a deep connection and appreciation for the natural world. Education plays a vital role in fostering environmental awareness and instilling a sense of responsibility. Encouraging outdoor experiences, nature-based activities, and environmental stewardship programs can nurture a love for nature and promote a sense of guardianship of the planet.

Conclusion :

Nature is a remarkable and invaluable gift, nurturing life, inspiring the human spirit, and offering solace and serenity. It is essential for our physical, mental, and spiritual well-being. However, it faces significant challenges that threaten its delicate balance and the well-being of future generations. By protecting and preserving nature, adopting sustainable practices, and fostering a deep connection with the natural world, we can ensure a vibrant and thriving planet for ourselves and future generations to enjoy and cherish. Let us embrace our role as stewards of the Earth and work collectively to safeguard nature’s invaluable gifts.

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Nature Essay

Everything we see around us is a part of nature, from towering mountains to microscopic organisms, from dry deserts to vast oceans. Everything that we see, touch, hear, feel, and even taste is part of nature. Here are some sample essays on the topic "Nature”.

100 Words Essay on Nature

Nature is everything around us; even those things that we cannot see, such as microorganisms, are part of nature. Mankind is so dependent on nature; it provides everything that we need. The spices that make our food delicious, the water without which the existence of life is impossible—all are provided by nature, which is why we call it “Mother Nature." Though there are people who ignore the fact that our lives depend on it and, for some temporary benefit, tend to destroy it without even caring about the consequences. We all must pledge to protect nature at any cost, for us and for future generations.

200 Words on Nature Essay

Nature in its purest form is a gift to humanity. One cannot even fathom living without nature.

Nature Provides | Just like a tree depends on the connection of its roots, mankind’s roots are deeply connected to nature. Directly or indirectly, everything that we use and depend upon is provided by nature, which is why we respect it as our mother. Our nature provides us with a variety of beautiful flowers, attractive birds, animals, and green plants; a blue sky, land, running rivers, sea, forests, air, mountains, hills, and much more.

Threats To Nature | Though there are people who, for their own profits, do not hesitate to harm it, they can go to even the lowest of the low, like cutting down trees, destroying lands, and poisoning water sources, just to make a fortune. We need to realise that our selfish and bad activities have disturbed nature to a great extent.

Our Responsibility | We all should try to maintain nature’s beauty. It is our responsibility to protect our nature, as it protects and nurtures us. Because nature is a silent teacher, we must all pledge to protect this valuable asset bestowed upon us. It does not scold, but if the man does not pay attention properly, it does not hesitate to punish.

500 Words on Nature Essay

Nature is both humanity's most valuable and most beautiful asset. It can be said that God designed nature to show his love and care for the beings living on this planet. Today, everyone has less time to enjoy nature. In the increasing crowd, we forgot to enjoy nature and improve our health. We started using technological instruments for our health and fitness. And some of the things we do have a negative impact on nature.

Mother Nature

We respect nature as our mother and call it “Mother Nature” because, just like a mother for her child, Mother Nature fulfils our needs and nurtures us like her children. She provides us food to eat, water to relieve our thirst, a place to live, scenes to enjoy, and medicines, and just like a mother, she teaches us important lessons, sometimes even through hard experiences. But above that, we are totally dependent on her existence.

Things to Learn from Nature

Nature has a plethora to teach human beings. Here are a few of them:-

Essential Resources | Using the healthy food and drink that nature provides, we can live a healthy lifestyle. In a similar way, it gives us food and water so we can function. The two essential components for survival, rainfall and sunshine, are produced by nature.

Discipline | Nature also teaches us to appreciate the time and use it wisely because life is short and time is fleeting. Every day, the sun rises. The uninterrupted cycle of nature teaches us the value of discipline and punctuality.

Patience And Perseverance | It teaches us to work tirelessly toward our objective while continuing to flow forward like a river. Additionally, it conveys a message of bravery and hope. Even though nature suffers, it continues. With patience, we can continue and are certain to succeed, just as the sun emerges from the darkness of night after the darkest hour.

Necessity of Conservation

Recently, our family went to a neighbouring state. It was beautiful and scenic the last time we visited, but this time it was not the same; the air was polluted and the water was black due to industrial waste. The industries and construction had ruined the place; it used to be a sight to see, but now the pollution won’t even let us see the clear blue sky.

If we want to protect the environment, we must act quickly and forcefully to stop any further harm. Preventing deforestation at all levels is the most crucial action. All industries must strictly avoid polluting ocean water because it significantly worsens water scarcity. The excessive use of appliances like ovens, air conditioners, and cars results in large amounts of chlorofluorocarbons, which deplete the ozone layer. As a result, there is global warming, which results in thermal expansion and glacier melting.

In conclusion, nature possesses a potent transformative force that is essential for the continuation of life as we know it. It is our responsibility to protect it for the benefit of future generations because it is necessary for humanity to thrive. To ensure that life on Earth can last indefinitely, we must work hard to preserve natural resources.

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Nature Writing Examples

by Lisa Hiton

From the essays of Henry David Thoreau, to the features in National Geographic , nature writing has bridged the gap between scientific articles about environmental issues and personal, poetic reflections on the natural world. This genre has grown since Walden to include nature poetry, ecopoetics, nature reporting, activism, fiction, and beyond. We now even have television shows and films that depict nature as the central figure. No matter the genre, nature writers have a shared awe and curiosity about the world around us—its trees, creatures, elements, storms, and responses to our human impact on it over time.

Whether you want to report on the weather, write poems from the point of view of flowers, or track your journey down a river in your hometown, your passion for nature can manifest in many different written forms. As the world turns and we transition between seasons, we can reflect on our home, planet Earth, with great dedication to description, awe, science, and image.

Journal Examples: Keeping Track of Your Tracks

One of the many lost arts of our modern time is that of journaling. While keeping a journal is a beneficial practice for all, it is especially crucial to nature writers. John A. Murray , author of Writing About Nature: A Creative Guide , begins his study of the nature writing practice with the importance of journaling:

Nature writers may rely on journals more consistently than novelists and poets because of the necessity of describing long-term processes of nature, such as seasonal or environmental changes, in great detail, and of carefully recording outdoor excursions for articles and essays[…] The important thing, it seems to me, is not whether you keep journals, but, rather, whether you have regular mechanisms—extended letters, telephone calls to friends, visits with confidants, daily meditation, free-writing exercises—that enable you to comprehensively process events as they occur. But let us focus in this section on journals, which provide one of the most common means of chronicling and interpreting personal history. The words journal and journey share an identical root and common history. Both came into the English language as a result of the Norman Victory at the Battle of Hastings in 1066. For the next three hundred years, French was the chief language of government, religion, and learning in England. The French word journie, which meant a day’s work or a day’s travel, was one of the many words that became incorporated into English at the time[…]The journal offers the writer a moment of rest in that journey, a sort of roadside inn along the highway. Here intellect and imagination are alone with the blank page and composition can proceed with an honesty and informality often precluded in more public forms of expression. As a result, several important benefits can accrue: First, by writing with unscrutinized candor and directness on a particular subject, a person can often find ways to write more effectively on the same theme elsewhere. Second, the journal, as a sort of unflinching mirror, can remind the author of the importance of eliminating self-deception and half-truths in thought and writing. Third, the journal can serve as a brainstorming mechanism to explore new topics, modes of thought, or types of writing that otherwise would remain undiscovered or unexamined. Fourth, the journal can provide a means for effecting a catharsis on subjects too personal for publication even among friends and family. (Murray, 1-2)

A dedicated practice of documenting your day, observing what is around you, and creating your own field guide of the world as you encounter it will help strengthen your ability to translate it all to others and help us as a culture learn how to interpret what is happening around us.

Writing About Nature: A Creative Guide by John A. Murray : Murray’s book on nature writing offers hopeful writers a look at how nature writers keeps journals, write essays, incorporate figurative language, use description, revise, research, and more.

Botanical Shakespeare: An Illustrated Compendium of All the Flowers, Fruits, Herbs, Trees, Seeds, and Grasses Cited by the World’s Greatest Playwright by Gerit Quealy and Sumie Hasegawa Collins: Helen Mirren’s foreword to the book describes it as “the marriage of Shakespeare’s words about plants and the plants themselves.” This project combines the language of Shakespeare with the details of the botanicals found throughout his works—Quealy and Hasegawa bring us a literary garden ripe with flora and fauna puns and intellectual snark.

• What new vision of Shakespeare is provided by approaching his works through the lens of nature writing and botanicals?
• Latin and Greek terms and roots continue to be very important in the world of botanicals. What do you learn from that etymology throughout the book? How does it impact symbolism in Shakespeare’s works?
• Annotate the book using different colored highlighters. Seek out description in one color, interpretation in another, and you might even look for literary echoes using a third. How do these threads braid together?

The Living Mountain: A Celebration of the Cairngorm Mountains of Scotland by Nan Shepherd : The Living Mountain is Shepherd’s account of exploring the Cairngorm Mountains of Scotland. Part of Britain’s Arctic, Shepherd encounters ravenous storms, clear views of the aurora borealis, and deep snows during the summer. She spent hundreds of days exploring the mountains by foot.

• These pages were written during the last years of WWII and its aftermath. How does that backdrop inform Shepherd’s interpretation of the landscape?
• The book is separated into twelve chapters, each dedicated to a specific part of life in the Cairngorms. How do these divisions guide the writing? Is she able to keep these elements separate from each other? In writing? In experiencing the land?
• Many parts of the landscape Shepherd observes would be expected in nature writing—mountains, weather, elements, animals, etc. How does Shepherd use language and tone to write about these things without using stock phrasing or clichéd interpretations?

Birds Art Life: A Year of Observation by Kyo Maclear : Even memoir can be delivered through nature writing as we see in Kyo Maclear’s poetic book, Birds Art Life . The book is an account of a year in her life after her father has passed away. And just as Murray and Thoreau would advise, journaling those days and the symbols in them led to a whole book—one that delicately and profoundly weaves together the nature of life—of living after death—and how art can collide with that nature to get us through the hours.

• How does time pass throughout the book? What techniques does Maclear employ to move the reader in and out of time?
• How does grief lead Maclear into art? Philosophy? Nature? Objects?
• The book is divided into the months of the year. Why does Maclear divide the book this way?
• What do you make of the subtitles?

Is time natural? Describe the relationship between humans and time in nature.

So dear writers, take to these pages and take to the trails in nature around you. Journal your way through your days. Use all of your senses to take a journey in nature. Then, journal to make a memory of your time in the world. And give it all away to the rest of us, in words.

Lisa Hiton is an editorial associate at Write the World . She writes two series on our blog: The Write Place where she comments on life as a writer, and Reading like a Writer where she recommends books about writing in different genres. She’s also the interviews editor of Cosmonauts Avenue and the poetry editor of the Adroit Journal .

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Essay on Conservation of Nature for Students and Children

500+ words essay on conservation of nature.

Nature has provided us numerous gifts such as air , water, land, sunlight , minerals, plants, and animals. All these gifts of nature make our earth a place worth living. Existence on Earth would not be possible without any of these. Now, while these natural resources are present on Earth in plenty. Unfortunately, the necessity of most of these has increased extremely over the centuries due to growth in the human population.

What is Conservation of Nature?

Conservation of nature means the preservation of forests, land, water bodies, and minerals, fuels, natural gases, etc. And to make sure that all these continue to be available in abundance. Thus all these natural resources make life worth living on Earth. Life would not be imaginable without air, water, sunlight as well as other natural resources present on the earth.

Thus, it is essential to conserve these resources in order to retain the environment integral. Here is a look at the types of natural resources existing on Earth and the ways to conserve these:

Types of Natural Resources:

• Renewable Resources : These are resources such as air, water, and sunlight that refill naturally.
• Non-Renewable Resources: These are resources like fossil fuels and minerals that do not restock reform very slowly.
• Biotic: These originate from living beings and organic material like plants and animals.
• Abiotic: These come from non-living things and non-organic material. These comprise air, water, and land as well as metals like iron, copper, and silver.

Natural resources are also categories such as actual resources, reserve resources, stock resources and potential resources based on their development stage.

Get the huge list of more than 500 Essay Topics and Ideas

How to Conserve Nature and Its Resources?

Many of the natural resources are being used at a faster rate as compared to their speed of production. There is so a necessity for conservation of nature and the natural resources it offers. Here are some of the ways in which these resources can be conserved:

Reduce Water Consumption

Water is available in abundance on Earth . This is one of the reasons people do not consider much before using it. However, if we keep using it at this speed. In the future, we may not be left with as much of it. Therefore, simple things such as turn off the tap while brushing or reuse the leftover water to water the plants can help in this direction.

Reduce Usage of Electricity

Use only as much energy as you require. It is thus advised to limit the usage of electricity. Simple habits such as turning off the lights before parting your room, turn off the electric appliances after use.  Switching to energy-saving fluorescent or LED bulbs can make a change.

Restrict Usage of Paper

Paper manufacturing depends only on trees. Increasing the use of paper means encouraging deforestation . This is one of the key reasons for concern is in today’s time Always ensure you use only as much paper as necessary. Stop taking print outs and use e-copies instead to do your bit.

Use Newer Agricultural Methods

The government must aware the methods such as mixed cropping, crop rotation. Also, the government should teach the minimum use of pesticides, insecticides. Appropriate use of manures , bio-fertilizers, and organic fertilizers to the farmers.

Spread Awareness

Spreading awareness about the conservation of nature is always a necessary step. It can be achieved only when more and more people understand its importance and the ways in which they can help. Besides this, it is essential to plant more and more tress. It is necessary to contribute towards lowering air pollution. We must use shared transport and employing rainwater harvesting systems to conserve nature.

Nature comprises of everything that surrounds us. The trees, forests, rivers, rivulets, soil, air all are the part of nature. Keeping nature and its resources integral. So, it is very important for the continuation of life on earth. It would be difficult to imagine life on earth, which has a spoiled natural environment.

Therefore, taking appropriate steps to conserve nature in its untouched form. It must be a priority for the human race. Only human beings with their power and ability can save nature in its purest forms.

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Short Essay: Beauty Of Nature

The beauty of nature has been a source of inspiration and wonder for centuries, influencing artists, poets, and philosophers alike. Writing a short essay on this topic allows you to explore the aesthetic, emotional, and spiritual dimensions of nature. Below, find a detailed guide on structuring a concise yet compelling essay that captures the essence of nature’s beauty.

Table of Contents

Introduction

Begin with an introduction that draws the reader in by highlighting the universal appeal and significance of nature’s beauty. Use a vivid description, a quote, or a personal anecdote to start on a strong note.

Beauty Of Nature Essay Example #1

The first aspect of nature’s beauty that I will explore is its diverse landscapes. From the vast forests of the Amazon to the towering mountains of the Himalayas, nature presents us with a breathtaking array of landscapes. The oceans and deserts, too, have their unique beauty, with the former offering an endless expanse of water, and the latter providing a stark and arid landscape that is both unforgiving and beautiful. Each of these landscapes offers its unique beauty, and it is impossible not to be amazed by the incredible diversity of nature.

In conclusion, the beauty of nature is evident in its diverse landscapes, changing seasons, and sensory experiences. From the towering mountains to the vast oceans, from the blooming flowers to the winter snow, nature presents us with a breathtaking array of beauty. The sounds and smells of nature only add to this beauty, evoking feelings of peace and tranquility that are impossible to find elsewhere. It is no wonder that so many people find solace and inspiration in nature, for it is truly a wonder to behold.

Beauty Of Nature Essay Example #2

The sights and sounds of nature are incredibly calming and soothing. The chirping of birds, the rustling of leaves, and the gentle sound of a babbling brook are all examples of the soothing sounds of nature. These sounds have the power to calm us and put us at ease, and they are often used in meditation and other relaxation techniques. The same can be said for the sights of nature. A beautiful sunset or a serene forest can have a calming effect on our minds and bodies, helping us to relax and unwind. The beauty of nature is a powerful antidote to the stresses and strains of modern life.

Beauty Of Nature Essay Example #3

The first aspect of nature’s beauty is found in its natural landscapes. Mountains, forests, and beaches provide us with some of the most stunning views we can experience. The towering peaks of mountains, the vast expanse of forests, and the endless stretches of sand on beaches all offer unique sights that leave a lasting impression on us. Mountains have a way of making us feel small yet significant, while forests transport us to a different world, and beaches offer a sense of peace and tranquility. The natural landscapes of our world are a testament to the beauty and power of nature.

Another way nature showcases its beauty is through the changing seasons. Each season offers its unique charm and beauty, from the vibrant colors of autumn to the blooming flowers of spring. The crisp air of autumn, the first snowfall of winter, the lush greenery of spring, and the warm sun of summer all provide us with different experiences that make us appreciate the beauty of nature. The changing seasons remind us of the constant cycle of life and the beauty that can be found in every stage.

Nature’s beauty is all around us, and it is up to us to take the time to appreciate it fully. The natural landscapes, changing seasons, and intricate designs of the natural world all showcase the wonder and complexity of nature. We need to take care of our world and preserve its beauty for generations to come. As John Muir said, “in every walk with nature, one receives far more than he seeks.”

Final Tips for Effective Writing

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Home Essay Samples Environment

Essay Samples on Nature

Revealing the fascinating complexity of the seasons of our nature.

You may think seasons are simple and easy to understand. But seasons are harder than you think to understand. Season actually have to do with the earth's axis how far we are from the sun. Also are orbit path around the sun and the way...

• Natural Environment

Exploring the Scale of the Caribbean Sea Marine Ecosystem

The Wider Caribbean Region (WCR) is a region that runs along east coast of North and South America from Cape Hatteras in the north to the Amazon River mouth in Brazil in the south. The Caribbean Sea is one of four large marine ecosystems within...

• Marine Life

How Equalization in Nature Depends on Human Interventions

The biological system is frequently adjusted when the living beings, for example, plant, people, and creatures are in agreement. People are key in keeping up such a parity since the equalization is subject to their exercises. Notwithstanding, individuals frequently complete exercises that are hurtful and...

Invasive Species: Exploring Different Vectors and Pathways

Invasive Species are the world's second-largest danger to biodiversity and they come at a significant cost to the planet's economic well-being. In my perspective, I strongly believe that these invasive species introduced into a new ecosystem can have major negative repercussions for the environment and...

• Invasive Species

The Fragile Beauty of Marine Ecosystems: A Look into the Wonders

A Marine Ecosystem is a subset of all aquatic ecosystems. Since 70% of Earth’s surface in filled with water, and around 95% of that water in salt, Marine Ecosystems are defined as the largest and most biodiverse ecosystem in the world. An Ocean/Marine Ecosystem can...

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Images Of Nature In R. Frost`s Poetry

Nature is a beautiful and mysterious entity. It is vast and can have you wandering and wondering until you are lost both physically and mentally. Just being surrounded by nature can have you feeling up or feeling down. The immensity of it all can be...

• Robert Frost

Best topics on Nature

1. Revealing the Fascinating Complexity of the Seasons of Our Nature

2. Exploring the Scale of the Caribbean Sea Marine Ecosystem

3. How Equalization in Nature Depends on Human Interventions

4. Invasive Species: Exploring Different Vectors and Pathways

5. The Fragile Beauty of Marine Ecosystems: A Look into the Wonders

6. Images Of Nature In R. Frost`s Poetry

• Importance Of Recycling
• Importance Of Water Conservation
• Climate Change
• Environmental Changes
• Water Pollution
• Endangered Animals

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Nature - List of Essay Samples And Topic Ideas

Into the wild nature.

There is no doubt that nature has given back to mankind. Everything individuals have anticipated that would continue was given by the ordinary world around us: food, water, medicine, materials for shelter, ect. Individuals, on the other hand, have caused issues that will keep on influencing the nature around us, for example, contamination through the improvement and advancement of technology. So, the real question is do we need nature or does nature need us, because as it seems that nature […]

Conservation of Nature is the Solution to the Problem of Climate Change

Not so long ago, people talked about global impacts with the help of models and projections. Today, we don’t need to talk about projections; we can witness changes that are happening right now. For over the last one hundred and fifty years, we have changed the balance of our planet completely. We have burnt huge amounts of fossil fuels and cut down forests, which would naturally absorb carbon dioxide from the air providing us with clean air to breathe in. […]

Relationship between Humans and Animals

Humans and animals across the globe have had coexistence together for quite a while now and this has been amazing since the relationship is great. The relationship between the two groups of which they are different beings can be described from two angles of both the positive and the negative parts. This essay simply examines the given theoretical arguments that create the relationship between the humans and animals to be smooth. In the modern society, humans have taken the step […]

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The Competitive Exclusion Principle: Nature’s Balancing Act

Nature, with its myriad of organisms and complex ecosystems, has always astounded scientists and laymen alike. Among the many phenomena observed in natural habitats, one principle stands out for its clarity and significance: the Competitive Exclusion Principle (CEP). This principle, also known as Gause's law, named after the Russian ecologist Georgii Gause, provides a fascinating insight into how species interact and coexist, or don't, in shared habitats. At its core, the Competitive Exclusion Principle posits a straightforward idea: two species […]

The Aqueous Rhapsody: a Whimsical Journey through the Water Cycle in Nature

Introduction The water cycle, a majestic and intricate performance orchestrated by nature, is like an enchanting melody that continually serenades our planet. This symphony of processes ensures the perpetual renewal and circulation of Earth's most precious resource: water. In this essay, we embark on an imaginative voyage through the whimsical steps of the water cycle, exploring its captivating choreography and the profound significance it holds for our world. The Sun's Uplifting Overture - Evaporation Our journey commences with the celestial […]

Before the Flood

Before the flood is the product of one of the incredible three-year journey, research which took place within the co creator and the director of fisher Stevens. This film is based on climate change documentaries and in most of the instances it is streamed for free on YouTube, PlayStation and Facebook and one can view it on amazon hence being of high demand. DiCaprio spent three years traveling in the globe to meet some of the key leaders, climate scientists […]

Nature Frosty Ballet: Unveiling the Enigma of Martian Weather and the Average Temperature on Mars

Mars, the captivating red orb in our celestial neighborhood, beckons the curiosity of space enthusiasts and scientists alike. Beyond its rusty exterior and enigmatic landscapes, the weather conditions on Mars constitute a cosmic ballet that weaves a tale of extremes and peculiarities, unfolding in a realm that is both harsh and fascinating. In the grand theater of Martian weather, the average temperature on Mars emerges as a metric that encapsulates the planet's climatic temperament. Unlike the temperate zones of Earth, […]

Exploring the Wonders of Abiotic Things in the World of Nature

Introduction In the vast tapestry of our natural world, there exists a category of entities that often goes unnoticed, overshadowed by the grandeur of living organisms and the intricate ecosystems they inhabit. These entities, known as abiotic things, play a crucial role in shaping and sustaining the environment. Abiotic things encompass a wide range of non-living components, from the air we breathe to the rocks beneath our feet, and even the celestial bodies that grace our night sky. In this […]

Comparison of the Story and Poem “There Will Come Soft Rains”

 The short story “There Will Come Soft Rains” by Ray Bradbury and Sara Teasdale’s poem take place after a nuclear war. The stories can be compared through reference to man dying and nature continously being carried on. The story and poem express the fire which creates horrible effects on life such as people, animals and the home. Both authors are dealing with what occured to the cities and each person after a war. The two authors incorporate how human beings […]

Nature’s Enigma: Unveiling the Mysteries of the ‘Old Man of the Woods

The unusual wild fungus known as the "Old Man of the Woods" (Strobilomyces strobilaceus) is prized for both its unusual look and fascinating ecological purpose. This article explores the traits, environment, and ecological importance of this intriguing fungus, providing an insight into the varied and sometimes mysterious field of mycology. Members of the Boletaceae family, the 'Old Man of the Woods' is named for his shaggy, scale-covered crown, which resembles an old man's wrinkled forehead. Because of its important ecological […]

Mount Fuji: the Resilience Nature Amidst Volcanic Forces

Celebrates and very handsome guy stratovolcano Fuji a mountain serves a show natural beauty and importance Japan tilled. However, under his calmness facade is history volcanic activity, that has, influenced an area and mimiced a country. Above a cape his long history, Fuji a mountain has a file eruptions, each of that has affecting buckle area and people. Eruption Hoei, that took place in 1707, was above all eruption more last. This catastrophic catastrophe had far-reaching things on one fasten […]

Protecting Endangered Species

At the beginning of 2018, researches have calculated 801 different types of animals that have gone completely extinct of which 65 of them are extinct in the wild. Researches have calculated about 3,879 different types of animals that are critically endangered. People say protecting endangered animals is a waste of money, time, and has no benefits for us but here is why we should protect endangered species. Protecting endangered species would help raise environmental awareness to protect and bring order. […]

Gaea: the Earth Goddess – Unveiling Nature’s Eternal Beauty and Power

Within the realm of myth and legend, there exists a figure whose presence resonates with unparalleled reverence and wonder - Gaea, the Earth Goddess. She stands as an iconic symbol within the category of ancient mythology and nature deities, embodying the profound significance and timeless mysteries of the natural world. In this essay, we embark on an exploration of the enduring uniqueness of Gaea, the Earth Goddess, and her symbolic representation of the earth's awe-inspiring power and eternal beauty. Gaea, […]

Echoes of Nature Wilderness: Exploring Jack London’s ‘The Call of the Wild’

Jack London's literary masterpiece, "The Call of the Wild," stands as a timeless ode to the indomitable spirit of the wilderness and the primal instincts that lie dormant within us. Set against the backdrop of the Klondike Gold Rush, this novel is a visceral journey into the heart of nature, where the rugged landscapes of the Yukon serve as both a crucible and a sanctuary for the protagonist, Buck. Buck, a domesticated dog thrust into the brutal world of sled […]

In Nature’s Embrace: Understanding the Koalas’ Eucalypt Habitat

The koala's endearing quirks have made it a national icon of Australia and a symbol of the country's abundance of wildlife. Because of their cute appearance and calm demeanor, koalas are quite appealing. Furthermore, these species are very important to the ecosystems in which they reside. This article examines the geographical features of the koala's native habitat, delving into the animal's incredible adaptations to its surroundings as well as the threats it faces in today's ever-changing world. Koalas are endemic […]

Nature’s Marvel: Exploring the Volga River in Russia

The Volga is not just the longest river in Europe but also a symbol of Russia's rich cultural heritage and modern economic success. The Volga, which is around 3,530 kilometers long, has been an important part of Russia's social and economic structure for millennia. This article examines the Volga River's cultural, economic, and historical importance, looking at how it has influenced and been influenced by the large country of Russia. The Volga River begins its journey in the Valdai Hills […]

Autumn is my Favorite Season

Each person has their own favorite season. Some people like winter, which brings New Years, skiing, snowballing. Others admire the spring, sometimes the awakening of nature from sleep. Sometimes, when streams ring and drops cry. Someone simply adores summer: vacations, swimming in rivers, walks with friends. And I like autumn. I think autumn is the most beautiful time. The leaves of the trees change their color, if in the summer they were green, now they glow with golden, crimson, orange […]

When Nature Unleashes: the Phenomenon of Torrential Downpour

Rain, for many, evokes a sense of calm, a gentle patter on rooftops, a refreshing change from the scorching sun, or the perfect excuse to curl up with a good book. However, there is another side to this seemingly benign element of nature: the torrential downpour. Unlike a peaceful drizzle or a steady rain, a torrential downpour is an intense, sometimes even violent, deluge that can profoundly impact landscapes, ecosystems, and human settlements. To understand the force of a torrential […]

The Albino Peacock: a Dance of Nature’s Rarities

Within the realm of nature, few sights captivate the human imagination quite like the peacock’s iridescent display. This magnificent bird, known for its radiant tail and spirited dance, is a symbol of beauty and vanity in numerous cultures. However, nature has its way of tweaking its own masterpieces, and thus we have the albino peacock, a creature that swaps the traditional riot of colors for a pristine, almost ethereal, white visage. Albinism, at its core, is a congenital disorder characterized […]

Deforestation and Global Warming

Over the years industrial plants have filled up Earth’s vast atmosphere with dark, blackened smoke for the pleasure and benefits of the human race at the extent of nature. Over the years vehicles have accumulated, along with population growth on the Earth's ground and in turn so have the poisons stemming from those vehicles. Over the years humans have carelessly dumped trash on the sides of streets or near river banks, and to this day it is now seen that […]

Why Tulane: Undergraduate Admission

I am Debaroty Roy, a graduate student from Tulane University. I have completed my undergraduate from Shahjalal University of Science and Technology, Bangladesh. I am interested in pursuing my PhD in Chemical Engineering Department of Louisiana State University. I did my undergraduate in Chemical Engineering which combines chemistry, physics, biology and mathematics to solve problems. During my undergraduate years, I developed a very broad range of skills. It included fundamental heat and material balance to complex mass, heat and momentum […]

Endangered Species: West African Lions

Background: Lions are one of the most beautiful and majestic creatures on the face of the earth, these animals. This particular species is found in West Africa. The problem is many hunters are going after these animals because they won't kill them just for sport or these lions pose as a threat to domestic animals and humans kill them to solve this problem. Humans are also driving out these species because they are trying to industrialize these animals' habitats. Over […]

Global Warming: how to Prevent

What is Global warming? How is it affecting our planet? How is it affecting the plants, animals and humans? Is it even something we should worry about? Global warming is defined as a gradual increase in the overall temperature of the earth's atmosphere, and it is something we should be very worried about. We are already seeing the consequences of global warming, but how long until we are at our breaking point? Global warming is defined by the gradual increase […]

 The Movie Called “The Lorax”

 The movie called “The Lorax” had a great significance not only on me but I fell like on most of my class members, the movie connects to a lot of things happening in this world right now, for example, the climax change, the environment, weather, carrying capacity, the bush fires not only in Australia but in New Zealand and New Caledonia. I don’t only think that the change in the environment has a great significance but the word used at […]

What does the Human Future Hold for Us?

Whether technology is to be embraced or if humans should strive for simplicity is constantly in the forefront of the human mind. One hundred and forty-nine years ago, when the first railroad was completed, a new technological era was beginning to start. In 1876, Alexander Graham Bell made the first phone call to his assistant Thomas Watson, an event that changed the course of human history. Shortly after in 1885, Karl Benz took the first drive in his new technological […]

Animal Lover and Visit to the Animal Park

For the longest time, I never thought I would one day opt to go to the animal park. I am a true animal lover who has never been to animal park. Phenomenon One day, several years back, a friend of mine wanted to visit the zoo and so asked if I could accompany him. At first, I was a bit resistant but then I later gave in to his idea because there was not much to lose. My parents gave […]

The Scream Painting

Edvard Munch: The Scream. This picture contains everything that is so close to our soul: existential horror, despair, doom. It's time to get to know this picture of the Norwegian artist - closer. The painting depicts a human figure screaming in despair. The man is depicted against the background of the sky, which is blood-red. There is also a generalized landscape background. The artist has written a whole series of paintings by Scream. The work served as a kind of […]

Water Conservation Techniques of FIU

Florida International University has a strong commitment to being “Worlds ahead.” In regards to this, the university has adopted different techniques and mechanisms to be as sustainable and green as possible. It’s implemented these methods indoors, ranging from paperless hand dryers, using more recyclables, and motion detecting water faucets. On the other hand, the outdoors has committed to reusing and engaging in sustainable irrigation methods for landscaping. As many different areas of practices are being used, water remains one of […]

Importance of Water

Water is granted as easy as pushing a button, twisting a knob, and turning a handle. In homes, businesses, and recreations, the cleanest and purest water is accessible to millions. From the water you use to drink, or cook, or shower, and wash your hands, water is involved in everyday encounters. Given an abundant water supply provides convenience and sustainability. Proven by the years, the rural deserts can brochure growth through development of new homes, businesses and farmland for the […]

Kinds of Pollution: the Future of Environment

Can you stay without light in your life?! Our environment is our light. God created the surroundings in their most beautiful form, but when a shadow got here over this light, our surroundings grew to become darkish and this shadow is us. The environment includes the living and non-living things that an organism interacts with or has an impact on it. Living elements that an organism interacts with are known as biotic elements: animals, plants, etc., abiotic elements are non-living […]

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Essay on Nature

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Nature, in its broadest sense, is the physical world or universe. It encompasses the phenomena of the physical world, and also life in general. When we take a moment to step outside, breathe in the fresh air, and take in the beauty that surrounds us, we’re engaging with nature. This essay explores the importance of nature, its impact on our well-being, and the urgent need for its conservation.

Nature’s Essence and Importance

Nature is not just a backdrop for our daily lives but the very foundation that supports and sustains us. It is a complex, interconnected system that includes plants, animals, the landscape, and other features and products of the earth, as opposed to humans or human creations. The importance of nature extends beyond its physical presence to influence our mental health, physical well-being, and the very air we breathe.

Forests, rivers, oceans, and soils provide essential resources that support life. Trees produce oxygen, absorb carbon dioxide, and provide habitat for wildlife. Rivers and oceans offer food and routes for transportation, while soil is the cornerstone for growing the food we eat. Without these natural resources, human life could not exist.

The Impact of Nature on Well-being

Spending time in nature has profound effects on our well-being. Studies have shown that interacting with nature can lower stress levels, improve mood, enhance cognitive function, and even increase lifespan. Walking in a park, hiking through the woods, or simply sitting in a garden can help calm the mind and provide a sense of peace and tranquility that is often lost in our busy lives.

Moreover, nature serves as an inexhaustible source of inspiration and creativity for artists, writers, and thinkers. The beauty of a sunset, the tranquility of a quiet lake, and the majesty of a mountain range have inspired countless works of art, literature, and music. Nature, in its endless variety, offers a wellspring of ideas and emotions that feed the human spirit.

The Relationship Between Humans and Nature

Historically, humans lived in harmony with nature, relying on it for survival while respecting its laws and rhythms. However, as societies developed and technology advanced, our connection with nature has become strained. Urbanization, deforestation, pollution, and climate change are all symptoms of this growing rift.

The relationship between humans and nature is a delicate balance. On one hand, we depend on natural resources for our survival and economic activities. On the other hand, unsustainable practices threaten the health of the very ecosystems we rely on. It is crucial to find a balance that allows for economic development without compromising the health of our planet.

Biodiversity

• Variety of Life : Biodiversity includes the full range of species on Earth, from microscopic bacteria to the largest whales and sequoia trees. Estimates suggest millions of species exist, many of which are yet to be discovered.
• Genetic Diversity : Within each species, genetic diversity is vital for resilience and adaptability to changing environments. It is the basis for species’ evolution and survival over time.
• Ecosystem Diversity : Biodiversity encompasses the variety of ecosystems, such as forests, deserts, wetlands, mountains, lakes, rivers, and oceans. Each ecosystem provides unique habitats and contributes to the overall health of the planet.
• Benefits to Humans : Biodiversity is fundamental for human life, offering resources for nutrition, medicine, and industry. It also supports ecosystem services like pollination, water purification, soil fertility, and climate regulation.
• Cultural Value : Many cultures have deep connections with nature and biodiversity, which shape their identity, beliefs, and practices. Biodiversity is central to many traditional knowledge systems and contributes to social cohesion.
• Economic Value : Beyond its intrinsic value, biodiversity significantly contributes to the economy by supporting sectors such as agriculture, forestry, fisheries, and ecotourism. It is estimated that ecosystems provide services worth trillions of dollars annually.
• Conservation Challenges : Biodiversity is under threat from human activities, including habitat destruction, pollution, climate change, invasive species, and overexploitation of resources. Protecting biodiversity requires global cooperation and sustainable management practices.
• International Efforts : Initiatives like the Convention on Biological Diversity (CBD) and the United Nations Sustainable Development Goals (SDGs) aim to conserve biodiversity and ensure its sustainable use and equitable sharing of benefits.
• Importance of Protected Areas : Establishing and managing protected areas, such as national parks and wildlife reserves, are crucial strategies for conserving biodiversity and safeguarding habitats.
• Role of Individuals : Everyone has a role in biodiversity conservation, from reducing waste and supporting sustainable products to participating in conservation initiatives and raising awareness about the importance of biodiversity.

The Urgency of Conservation

The conservation of nature is one of the most critical issues facing our world today. The loss of biodiversity, climate change, pollution, and habitat destruction are just a few of the challenges that need urgent attention. Protecting natural habitats, conserving water and energy, reducing pollution, and combating climate change are essential steps toward a sustainable future.

Conservation efforts come in many forms, from individual actions like recycling and using less plastic to global initiatives like the Paris Agreement on climate change. Education and awareness are also key to promoting conservation. By understanding the importance of nature and the impact of our actions, we can make better choices that benefit both the planet and ourselves.

In conclusion, nature is not just a scenic backdrop for our lives; it is the very essence of our existence. The benefits of nature extend far beyond the physical resources it provides. It enriches our well-being, inspires our creativity, and offers a refuge from the stresses of modern life. However, the relationship between humans and nature is at a critical juncture. It is imperative that we take immediate and sustained action to conserve the natural world. By doing so, we not only preserve the planet for future generations but also reconnect with the natural world, restoring the balance that is essential for our survival and well-being. Let this essay serve as a reminder of the beauty, importance, and necessity of nature in our lives and the collective responsibility we share in its preservation.

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What is Nature Writing?

Definition and Examples

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Nature writing is a form of creative nonfiction in which the natural environment (or a narrator 's encounter with the natural environment) serves as the dominant subject.

"In critical practice," says Michael P. Branch, "the term 'nature writing' has usually been reserved for a brand of nature representation that is deemed literary, written in the speculative personal voice , and presented in the form of the nonfiction essay . Such nature writing is frequently pastoral or romantic in its philosophical assumptions, tends to be modern or even ecological in its sensibility, and is often in service to an explicit or implicit preservationist agenda" ("Before Nature Writing," in Beyond Nature Writing: Expanding the Boundaries of Ecocriticism , ed. by K. Armbruster and K.R. Wallace, 2001).

Examples of Nature Writing:

• At the Turn of the Year, by William Sharp
• The Battle of the Ants, by Henry David Thoreau
• Hours of Spring, by Richard Jefferies
• The House-Martin, by Gilbert White
• In Mammoth Cave, by John Burroughs
• An Island Garden, by Celia Thaxter
• January in the Sussex Woods, by Richard Jefferies
• The Land of Little Rain, by Mary Austin
• Migration, by Barry Lopez
• The Passenger Pigeon, by John James Audubon
• Rural Hours, by Susan Fenimore Cooper
• Where I Lived, and What I Lived For, by Henry David Thoreau

Observations:

• "Gilbert White established the pastoral dimension of nature writing in the late 18th century and remains the patron saint of English nature writing. Henry David Thoreau was an equally crucial figure in mid-19th century America . . .. "The second half of the 19th century saw the origins of what we today call the environmental movement. Two of its most influential American voices were John Muir and John Burroughs , literary sons of Thoreau, though hardly twins. . . . "In the early 20th century the activist voice and prophetic anger of nature writers who saw, in Muir's words, that 'the money changers were in the temple' continued to grow. Building upon the principles of scientific ecology that were being developed in the 1930s and 1940s, Rachel Carson and Aldo Leopold sought to create a literature in which appreciation of nature's wholeness would lead to ethical principles and social programs. "Today, nature writing in America flourishes as never before. Nonfiction may well be the most vital form of current American literature, and a notable proportion of the best writers of nonfiction practice nature writing." (J. Elder and R. Finch, Introduction, The Norton Book of Nature Writing . Norton, 2002)

"Human Writing . . . in Nature"

• "By cordoning nature off as something separate from ourselves and by writing about it that way, we kill both the  genre and a part of ourselves. The best writing in this genre is not really 'nature writing' anyway but human writing that just happens to take place in nature. And the reason we are still talking about [Thoreau's] Walden 150 years later is as much for the personal story as the pastoral one: a single human being, wrestling mightily with himself, trying to figure out how best to live during his brief time on earth, and, not least of all, a human being who has the nerve, talent, and raw ambition to put that wrestling match on display on the printed page. The human spilling over into the wild, the wild informing the human; the two always intermingling. There's something to celebrate." (David Gessner, "Sick of Nature." The Boston Globe , Aug. 1, 2004)

Confessions of a Nature Writer

• "I do not believe that the solution to the world's ills is a return to some previous age of mankind. But I do doubt that any solution is possible unless we think of ourselves in the context of living nature "Perhaps that suggests an answer to the question what a 'nature writer' is. He is not a sentimentalist who says that 'nature never did betray the heart that loved her.' Neither is he simply a scientist classifying animals or reporting on the behavior of birds just because certain facts can be ascertained. He is a writer whose subject is the natural context of human life, a man who tries to communicate his observations and his thoughts in the presence of nature as part of his attempt to make himself more aware of that context. 'Nature writing' is nothing really new. It has always existed in literature. But it has tended in the course of the last century to become specialized partly because so much writing that is not specifically 'nature writing' does not present the natural context at all; because so many novels and so many treatises describe man as an economic unit, a political unit, or as a member of some social class but not as a living creature surrounded by other living things." (Joseph Wood Krutch, "Some Unsentimental Confessions of a Nature Writer." New York Herald Tribune Book Review , 1952)
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Essay on Beauty of Nature

Students are often asked to write an essay on Beauty of Nature in their schools and colleges. And if you’re also looking for the same, we have created 100-word, 250-word, and 500-word essays on the topic.

Let’s take a look…

100 Words Essay on Beauty of Nature

The allure of nature.

Nature is a magnificent tapestry of colors, sounds, and sights. It’s a place where one can find peace and tranquility. The beauty of nature is seen in the green pastures, vibrant flowers, and the majestic mountains.

The Changing Seasons

Nature’s beauty is highlighted in the changing seasons. The vibrant colors of autumn leaves, the pristine white snow of winter, the fresh bloom of spring, and the bright sun of summer showcase nature’s splendor.

The Lessons from Nature

Nature teaches us about life’s cycle. It shows us the importance of growth, change, and resilience. The beauty of nature lies not just in its appearance, but also in the lessons it imparts.

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250 Words Essay on Beauty of Nature

Introduction.

Nature, the most splendid artwork of the divine, is an infinite source of inspiration and tranquility. Its beauty is not merely an aesthetic appeal; it’s a connection that binds every life form.

The Aesthetics of Nature

The beauty of nature is an orchestra of colors, sounds, and patterns. The vibrant hues of a sunset, the melodious chirping of birds, and the intricate patterns of leaves and flowers all contribute to this symphony. This aesthetic appeal transcends superficial beauty, fostering a sense of unity and balance.

Nature’s Role in Inspiration and Wellness

Nature’s beauty has a profound impact on our wellbeing and creativity. It serves as a muse for artists, poets, and writers, inspiring them to create masterpieces. Additionally, it plays a pivotal role in mental health, providing a respite from the stress of modern life.

The Imperative of Conservation

However, the beauty of nature is under threat due to human activities. Deforestation, pollution, and climate change are causing irreversible damage. It’s imperative that we recognize the value of nature’s beauty and strive to conserve it. The preservation of nature is not just for its aesthetic value, but also for the survival of mankind and all life forms.

In conclusion, the beauty of nature is a testament to the intricate and harmonious interplay of life. It serves as a reminder of our responsibility to protect and preserve it for future generations. The beauty of nature is not just an aesthetic appeal; it’s a call to action.

500 Words Essay on Beauty of Nature

The aesthetic grandeur of nature.

Nature, in its varied forms, has been a perennial source of inspiration for mankind. Its beauty, often indescribable in words, evokes feelings of awe, wonder, and reverence. The marvelous spectacle of the natural world, with its intricate patterns and complex interrelationships, is a testament to the ingenuity of life itself.

Sublime Expressions of Nature

Nature as a source of inspiration.

The beauty of nature has been a muse for poets, artists, and philosophers alike. The Romantic poets, for instance, saw in nature a reflection of human emotions and a source of spiritual upliftment. Artists, through their paintings and sculptures, have attempted to capture and immortalize the fleeting moments of natural beauty. Philosophers, on the other hand, have found in nature profound metaphors for human existence and our place in the universe.

The Beauty of Nature and Human Perception

The perception of beauty in nature is also a reflection of our cognitive and emotional responses. It is not just the sensory input, but also our interpretation of that input that constitutes our experience of beauty. This is why the same natural scene can evoke different reactions in different individuals. Some may find beauty in the serene landscapes, while others may find it in the raw power of a thunderstorm.

The Imperative of Preserving Nature’s Beauty

Conclusion: a call to reconnect with nature.

In conclusion, the beauty of nature is a priceless treasure that we must strive to preserve. It is a source of inspiration, a catalyst for creativity, and a medium for spiritual exploration. In the hustle and bustle of our modern lives, let us not forget to pause and appreciate the beauty around us. As we reconnect with nature, we will also reconnect with a part of ourselves that is often lost in the noise of our daily lives.

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• Paragraph On Nature

Paragraph on Nature - Check Samples for Various Word Limits

Nature is the connection between the physical world surrounding us and the life inside us. Nature is God’s most precious and valuable gift to humans. It is the principal source of all essential nutrients for all living things on the planet. ‘Nature’ is one of the topics on which we might be asked to write a paragraph. Check the samples provided in the article to learn how to write one on your own.

Table of Contents

Paragraph on nature in 100 words, paragraph on nature in 150 words, paragraph on nature in 200 words, paragraph on nature in 250 words, frequently asked questions on nature.

With the increasing threats of global warming, it is essential to be well aware of the threats to our nature and take necessary measures. In our school days, we must have written a lot of short paragraphs on various topics. We must have studied various measures to save nature.

Everything we see around us constitutes nature, including the sun, the moon, trees, flowers, fruits, human beings, birds, animals, etc. In nature, everyone depends on one another to keep the ecosystem healthy. For survival, every creature is interrelated and reliant on one another. Humans, for example, rely on nature for their survival, and nature provides us with oxygen, food, water, shelter, medicines, and clothing, among other things. Many shades may be seen in nature, contributing to the planet’s beauty. Along with humans, animals and birds also find their habitat and means of survival in nature. Therefore, it is essential to take proper care of our nature to maintain a healthy life.

Nature is the ultimate source of our living. Both living and non-living things include nature, and everyone is interdependent, which helps maintain the ecosystem. Plants, animals, and humans all depend on nature for their survival. It supplies oxygen, sunlight, soil, water, and other necessary components. But deforestation has been the primary cause of global warming, destroying nature. In addition to exploiting excessive natural resources, other industries pollute the environment with toxic gases and chemicals. It is now essential to reduce biological damage, reuse things, and recycle existing materials to create new ones. People from all over the world should join forces to relieve pressure on the environment and restore its balance. It is now the essential aim to serve nature with utmost care to save our nature from hazards and threats.

Nature is beautiful, yet it is difficult to put into words. Nature is honoured with a variety of religious traditions. The primary source of life on Earth is the components that exist naturally. All of the elements are linked. Natural ingredients can never be substituted. Humans process natural materials for use in today’s ever-changing world and destroy their rawness and individuality. Human activities have an impact on nature, and as a result, the quality of the environment is deteriorating. Deterioration of nature is primarily caused by pollution of the air and water. The oxygen produced by a single fully-grown tree is enough to supply ten people, and the amount of oxygen released by a forest is unquestionably adequate for a metropolis or town. Nature is a healer, and it is the foundation for many industries. Nature, on the other hand, is both a giver and a taker, according to legends. Earthquakes, volcanic eruptions, floods, and cyclones are examples of natural calamities. These disasters, which occur as a result of natural causes, have resulted in significant damage. The benefits of sunlight and fresh air to our health cannot be overstated. Nature has a variety of beneficial effects on our bodies. For recuperation and vacations, people choose natural settings. People prefer to raise their children in the countryside in the United States. Their primary goal is to introduce their children to the benefits of natural beauty.

For all of us, nature is crucial. It’s the reason for the existence of life on this planet. Nature is home to many different creatures. All living organisms benefit from the natural balance maintained by Mother Nature. The study of the natural environment is a separate discipline of science. Every element has its own story to tell. Nature’s beauty is portrayed through the sun and moon, the plants, the flowers, etc. It is a common belief that reacting to something is a natural human characteristic. Naturally drawn characteristics are defined as genetic traits of an organism in sociology. The resources of nature are plentiful. The proper use of resources aids in the conservation of the environment. Natural scavengers include a variety of land and marine animals. Nature has provided us with a variety of ways to utilise it effectively.

With the increasing population, the threats towards nature are increasing. With the growth in population, the resources are now depleting. Excessive levels of air and environmental pollutants add to the mix. Industrial waste, unrestricted vehicle use, illicit tree cutting, wildlife hunting, nuclear power plants, and a slew of other factors are contributing to the disruption of natural systems. The extinction of species as enormous as dinosaurs and the survival of animals as tiny as ants have been documented in history. It is unavoidable to remember, among other things, that nature can play both a protective and destructive role. Natural disasters, pandemics, and natural crisis scenarios have demonstrated the need for humans to maintain the subtle balance of nature in order to ensure the continuation of life on Earth for the benefit of future generations.

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The historical perspective, the modern disconnect, reconnecting with nature, the spiritual dimension.

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• Published: 03 June 2024

Applying large language models for automated essay scoring for non-native Japanese

• Wenchao Li 1 &
• Haitao Liu 2  

Humanities and Social Sciences Communications volume  11 , Article number:  723 ( 2024 ) Cite this article

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Recent advancements in artificial intelligence (AI) have led to an increased use of large language models (LLMs) for language assessment tasks such as automated essay scoring (AES), automated listening tests, and automated oral proficiency assessments. The application of LLMs for AES in the context of non-native Japanese, however, remains limited. This study explores the potential of LLM-based AES by comparing the efficiency of different models, i.e. two conventional machine training technology-based methods (Jess and JWriter), two LLMs (GPT and BERT), and one Japanese local LLM (Open-Calm large model). To conduct the evaluation, a dataset consisting of 1400 story-writing scripts authored by learners with 12 different first languages was used. Statistical analysis revealed that GPT-4 outperforms Jess and JWriter, BERT, and the Japanese language-specific trained Open-Calm large model in terms of annotation accuracy and predicting learning levels. Furthermore, by comparing 18 different models that utilize various prompts, the study emphasized the significance of prompts in achieving accurate and reliable evaluations using LLMs.

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Conventional machine learning technology in aes.

AES has experienced significant growth with the advancement of machine learning technologies in recent decades. In the earlier stages of AES development, conventional machine learning-based approaches were commonly used. These approaches involved the following procedures: a) feeding the machine with a dataset. In this step, a dataset of essays is provided to the machine learning system. The dataset serves as the basis for training the model and establishing patterns and correlations between linguistic features and human ratings. b) the machine learning model is trained using linguistic features that best represent human ratings and can effectively discriminate learners’ writing proficiency. These features include lexical richness (Lu, 2012 ; Kyle and Crossley, 2015 ; Kyle et al. 2021 ), syntactic complexity (Lu, 2010 ; Liu, 2008 ), text cohesion (Crossley and McNamara, 2016 ), and among others. Conventional machine learning approaches in AES require human intervention, such as manual correction and annotation of essays. This human involvement was necessary to create a labeled dataset for training the model. Several AES systems have been developed using conventional machine learning technologies. These include the Intelligent Essay Assessor (Landauer et al. 2003 ), the e-rater engine by Educational Testing Service (Attali and Burstein, 2006 ; Burstein, 2003 ), MyAccess with the InterlliMetric scoring engine by Vantage Learning (Elliot, 2003 ), and the Bayesian Essay Test Scoring system (Rudner and Liang, 2002 ). These systems have played a significant role in automating the essay scoring process and providing quick and consistent feedback to learners. However, as touched upon earlier, conventional machine learning approaches rely on predetermined linguistic features and often require manual intervention, making them less flexible and potentially limiting their generalizability to different contexts.

In the context of the Japanese language, conventional machine learning-incorporated AES tools include Jess (Ishioka and Kameda, 2006 ) and JWriter (Lee and Hasebe, 2017 ). Jess assesses essays by deducting points from the perfect score, utilizing the Mainichi Daily News newspaper as a database. The evaluation criteria employed by Jess encompass various aspects, such as rhetorical elements (e.g., reading comprehension, vocabulary diversity, percentage of complex words, and percentage of passive sentences), organizational structures (e.g., forward and reverse connection structures), and content analysis (e.g., latent semantic indexing). JWriter employs linear regression analysis to assign weights to various measurement indices, such as average sentence length and total number of characters. These weights are then combined to derive the overall score. A pilot study involving the Jess model was conducted on 1320 essays at different proficiency levels, including primary, intermediate, and advanced. However, the results indicated that the Jess model failed to significantly distinguish between these essay levels. Out of the 16 measures used, four measures, namely median sentence length, median clause length, median number of phrases, and maximum number of phrases, did not show statistically significant differences between the levels. Additionally, two measures exhibited between-level differences but lacked linear progression: the number of attributives declined words and the Kanji/kana ratio. On the other hand, the remaining measures, including maximum sentence length, maximum clause length, number of attributive conjugated words, maximum number of consecutive infinitive forms, maximum number of conjunctive-particle clauses, k characteristic value, percentage of big words, and percentage of passive sentences, demonstrated statistically significant between-level differences and displayed linear progression.

Both Jess and JWriter exhibit notable limitations, including the manual selection of feature parameters and weights, which can introduce biases into the scoring process. The reliance on human annotators to label non-native language essays also introduces potential noise and variability in the scoring. Furthermore, an important concern is the possibility of system manipulation and cheating by learners who are aware of the regression equation utilized by the models (Hirao et al. 2020 ). These limitations emphasize the need for further advancements in AES systems to address these challenges.

Deep learning technology in AES

Deep learning has emerged as one of the approaches for improving the accuracy and effectiveness of AES. Deep learning-based AES methods utilize artificial neural networks that mimic the human brain’s functioning through layered algorithms and computational units. Unlike conventional machine learning, deep learning autonomously learns from the environment and past errors without human intervention. This enables deep learning models to establish nonlinear correlations, resulting in higher accuracy. Recent advancements in deep learning have led to the development of transformers, which are particularly effective in learning text representations. Noteworthy examples include bidirectional encoder representations from transformers (BERT) (Devlin et al. 2019 ) and the generative pretrained transformer (GPT) (OpenAI).

BERT is a linguistic representation model that utilizes a transformer architecture and is trained on two tasks: masked linguistic modeling and next-sentence prediction (Hirao et al. 2020 ; Vaswani et al. 2017 ). In the context of AES, BERT follows specific procedures, as illustrated in Fig. 1 : (a) the tokenized prompts and essays are taken as input; (b) special tokens, such as [CLS] and [SEP], are added to mark the beginning and separation of prompts and essays; (c) the transformer encoder processes the prompt and essay sequences, resulting in hidden layer sequences; (d) the hidden layers corresponding to the [CLS] tokens (T[CLS]) represent distributed representations of the prompts and essays; and (e) a multilayer perceptron uses these distributed representations as input to obtain the final score (Hirao et al. 2020 ).

AES system with BERT (Hirao et al. 2020 ).

The training of BERT using a substantial amount of sentence data through the Masked Language Model (MLM) allows it to capture contextual information within the hidden layers. Consequently, BERT is expected to be capable of identifying artificial essays as invalid and assigning them lower scores (Mizumoto and Eguchi, 2023 ). In the context of AES for nonnative Japanese learners, Hirao et al. ( 2020 ) combined the long short-term memory (LSTM) model proposed by Hochreiter and Schmidhuber ( 1997 ) with BERT to develop a tailored automated Essay Scoring System. The findings of their study revealed that the BERT model outperformed both the conventional machine learning approach utilizing character-type features such as “kanji” and “hiragana”, as well as the standalone LSTM model. Takeuchi et al. ( 2021 ) presented an approach to Japanese AES that eliminates the requirement for pre-scored essays by relying solely on reference texts or a model answer for the essay task. They investigated multiple similarity evaluation methods, including frequency of morphemes, idf values calculated on Wikipedia, LSI, LDA, word-embedding vectors, and document vectors produced by BERT. The experimental findings revealed that the method utilizing the frequency of morphemes with idf values exhibited the strongest correlation with human-annotated scores across different essay tasks. The utilization of BERT in AES encounters several limitations. Firstly, essays often exceed the model’s maximum length limit. Second, only score labels are available for training, which restricts access to additional information.

Mizumoto and Eguchi ( 2023 ) were pioneers in employing the GPT model for AES in non-native English writing. Their study focused on evaluating the accuracy and reliability of AES using the GPT-3 text-davinci-003 model, analyzing a dataset of 12,100 essays from the corpus of nonnative written English (TOEFL11). The findings indicated that AES utilizing the GPT-3 model exhibited a certain degree of accuracy and reliability. They suggest that GPT-3-based AES systems hold the potential to provide support for human ratings. However, applying GPT model to AES presents a unique natural language processing (NLP) task that involves considerations such as nonnative language proficiency, the influence of the learner’s first language on the output in the target language, and identifying linguistic features that best indicate writing quality in a specific language. These linguistic features may differ morphologically or syntactically from those present in the learners’ first language, as observed in (1)–(3).

我-送了-他-一本-书

Wǒ-sòngle-tā-yī běn-shū

1 sg .-give. past- him-one .cl- book

“I gave him a book.”

Agglutinative

彼-に-本-を-あげ-まし-た

Kare-ni-hon-o-age-mashi-ta

3 sg .- dat -hon- acc- give.honorification. past

Inflectional

give, give-s, gave, given, giving

Additionally, the morphological agglutination and subject-object-verb (SOV) order in Japanese, along with its idiomatic expressions, pose additional challenges for applying language models in AES tasks (4).

足-が 棒-に なり-ました

Ashi-ga bo-ni nar-mashita

leg- nom stick- dat become- past

“My leg became like a stick (I am extremely tired).”

The example sentence provided demonstrates the morpho-syntactic structure of Japanese and the presence of an idiomatic expression. In this sentence, the verb “なる” (naru), meaning “to become”, appears at the end of the sentence. The verb stem “なり” (nari) is attached with morphemes indicating honorification (“ます” - mashu) and tense (“た” - ta), showcasing agglutination. While the sentence can be literally translated as “my leg became like a stick”, it carries an idiomatic interpretation that implies “I am extremely tired”.

To overcome this issue, CyberAgent Inc. ( 2023 ) has developed the Open-Calm series of language models specifically designed for Japanese. Open-Calm consists of pre-trained models available in various sizes, such as Small, Medium, Large, and 7b. Figure 2 depicts the fundamental structure of the Open-Calm model. A key feature of this architecture is the incorporation of the Lora Adapter and GPT-NeoX frameworks, which can enhance its language processing capabilities.

GPT-NeoX Model Architecture (Okgetheng and Takeuchi 2024 ).

In a recent study conducted by Okgetheng and Takeuchi ( 2024 ), they assessed the efficacy of Open-Calm language models in grading Japanese essays. The research utilized a dataset of approximately 300 essays, which were annotated by native Japanese educators. The findings of the study demonstrate the considerable potential of Open-Calm language models in automated Japanese essay scoring. Specifically, among the Open-Calm family, the Open-Calm Large model (referred to as OCLL) exhibited the highest performance. However, it is important to note that, as of the current date, the Open-Calm Large model does not offer public access to its server. Consequently, users are required to independently deploy and operate the environment for OCLL. In order to utilize OCLL, users must have a PC equipped with an NVIDIA GeForce RTX 3060 (8 or 12 GB VRAM).

In summary, while the potential of LLMs in automated scoring of nonnative Japanese essays has been demonstrated in two studies—BERT-driven AES (Hirao et al. 2020 ) and OCLL-based AES (Okgetheng and Takeuchi, 2024 )—the number of research efforts in this area remains limited.

Another significant challenge in applying LLMs to AES lies in prompt engineering and ensuring its reliability and effectiveness (Brown et al. 2020 ; Rae et al. 2021 ; Zhang et al. 2021 ). Various prompting strategies have been proposed, such as the zero-shot chain of thought (CoT) approach (Kojima et al. 2022 ), which involves manually crafting diverse and effective examples. However, manual efforts can lead to mistakes. To address this, Zhang et al. ( 2021 ) introduced an automatic CoT prompting method called Auto-CoT, which demonstrates matching or superior performance compared to the CoT paradigm. Another prompt framework is trees of thoughts, enabling a model to self-evaluate its progress at intermediate stages of problem-solving through deliberate reasoning (Yao et al. 2023 ).

Beyond linguistic studies, there has been a noticeable increase in the number of foreign workers in Japan and Japanese learners worldwide (Ministry of Health, Labor, and Welfare of Japan, 2022 ; Japan Foundation, 2021 ). However, existing assessment methods, such as the Japanese Language Proficiency Test (JLPT), J-CAT, and TTBJ Footnote 1 , primarily focus on reading, listening, vocabulary, and grammar skills, neglecting the evaluation of writing proficiency. As the number of workers and language learners continues to grow, there is a rising demand for an efficient AES system that can reduce costs and time for raters and be utilized for employment, examinations, and self-study purposes.

This study aims to explore the potential of LLM-based AES by comparing the effectiveness of five models: two LLMs (GPT Footnote 2 and BERT), one Japanese local LLM (OCLL), and two conventional machine learning-based methods (linguistic feature-based scoring tools - Jess and JWriter).

The research questions addressed in this study are as follows:

To what extent do the LLM-driven AES and linguistic feature-based AES, when used as automated tools to support human rating, accurately reflect test takers’ actual performance?

What influence does the prompt have on the accuracy and performance of LLM-based AES methods?

The subsequent sections of the manuscript cover the methodology, including the assessment measures for nonnative Japanese writing proficiency, criteria for prompts, and the dataset. The evaluation section focuses on the analysis of annotations and rating scores generated by LLM-driven and linguistic feature-based AES methods.

Methodology

The dataset utilized in this study was obtained from the International Corpus of Japanese as a Second Language (I-JAS) Footnote 3 . This corpus consisted of 1000 participants who represented 12 different first languages. For the study, the participants were given a story-writing task on a personal computer. They were required to write two stories based on the 4-panel illustrations titled “Picnic” and “The key” (see Appendix A). Background information for the participants was provided by the corpus, including their Japanese language proficiency levels assessed through two online tests: J-CAT and SPOT. These tests evaluated their reading, listening, vocabulary, and grammar abilities. The learners’ proficiency levels were categorized into six levels aligned with the Common European Framework of Reference for Languages (CEFR) and the Reference Framework for Japanese Language Education (RFJLE): A1, A2, B1, B2, C1, and C2. According to Lee et al. ( 2015 ), there is a high level of agreement (r = 0.86) between the J-CAT and SPOT assessments, indicating that the proficiency certifications provided by J-CAT are consistent with those of SPOT. However, it is important to note that the scores of J-CAT and SPOT do not have a one-to-one correspondence. In this study, the J-CAT scores were used as a benchmark to differentiate learners of different proficiency levels. A total of 1400 essays were utilized, representing the beginner (aligned with A1), A2, B1, B2, C1, and C2 levels based on the J-CAT scores. Table 1 provides information about the learners’ proficiency levels and their corresponding J-CAT and SPOT scores.

A dataset comprising a total of 1400 essays from the story writing tasks was collected. Among these, 714 essays were utilized to evaluate the reliability of the LLM-based AES method, while the remaining 686 essays were designated as development data to assess the LLM-based AES’s capability to distinguish participants with varying proficiency levels. The GPT 4 API was used in this study. A detailed explanation of the prompt-assessment criteria is provided in Section Prompt . All essays were sent to the model for measurement and scoring.

Measures of writing proficiency for nonnative Japanese

Japanese exhibits a morphologically agglutinative structure where morphemes are attached to the word stem to convey grammatical functions such as tense, aspect, voice, and honorifics, e.g. (5).

食べ-させ-られ-まし-た-か

tabe-sase-rare-mashi-ta-ka

[eat (stem)-causative-passive voice-honorification-tense. past-question marker]

Japanese employs nine case particles to indicate grammatical functions: the nominative case particle が (ga), the accusative case particle を (o), the genitive case particle の (no), the dative case particle に (ni), the locative/instrumental case particle で (de), the ablative case particle から (kara), the directional case particle へ (e), and the comitative case particle と (to). The agglutinative nature of the language, combined with the case particle system, provides an efficient means of distinguishing between active and passive voice, either through morphemes or case particles, e.g. 食べる taberu “eat concusive . ” (active voice); 食べられる taberareru “eat concusive . ” (passive voice). In the active voice, “パン を 食べる” (pan o taberu) translates to “to eat bread”. On the other hand, in the passive voice, it becomes “パン が 食べられた” (pan ga taberareta), which means “(the) bread was eaten”. Additionally, it is important to note that different conjugations of the same lemma are considered as one type in order to ensure a comprehensive assessment of the language features. For example, e.g., 食べる taberu “eat concusive . ”; 食べている tabeteiru “eat progress .”; 食べた tabeta “eat past . ” as one type.

To incorporate these features, previous research (Suzuki, 1999 ; Watanabe et al. 1988 ; Ishioka, 2001 ; Ishioka and Kameda, 2006 ; Hirao et al. 2020 ) has identified complexity, fluency, and accuracy as crucial factors for evaluating writing quality. These criteria are assessed through various aspects, including lexical richness (lexical density, diversity, and sophistication), syntactic complexity, and cohesion (Kyle et al. 2021 ; Mizumoto and Eguchi, 2023 ; Ure, 1971 ; Halliday, 1985 ; Barkaoui and Hadidi, 2020 ; Zenker and Kyle, 2021 ; Kim et al. 2018 ; Lu, 2017 ; Ortega, 2015 ). Therefore, this study proposes five scoring categories: lexical richness, syntactic complexity, cohesion, content elaboration, and grammatical accuracy. A total of 16 measures were employed to capture these categories. The calculation process and specific details of these measures can be found in Table 2 .

T-unit, first introduced by Hunt ( 1966 ), is a measure used for evaluating speech and composition. It serves as an indicator of syntactic development and represents the shortest units into which a piece of discourse can be divided without leaving any sentence fragments. In the context of Japanese language assessment, Sakoda and Hosoi ( 2020 ) utilized T-unit as the basic unit to assess the accuracy and complexity of Japanese learners’ speaking and storytelling. The calculation of T-units in Japanese follows the following principles:

A single main clause constitutes 1 T-unit, regardless of the presence or absence of dependent clauses, e.g. (6).

ケンとマリはピクニックに行きました (main clause): 1 T-unit.

If a sentence contains a main clause along with subclauses, each subclause is considered part of the same T-unit, e.g. (7).

天気が良かった の で (subclause)、ケンとマリはピクニックに行きました (main clause): 1 T-unit.

In the case of coordinate clauses, where multiple clauses are connected, each coordinated clause is counted separately. Thus, a sentence with coordinate clauses may have 2 T-units or more, e.g. (8).

ケンは地図で場所を探して (coordinate clause)、マリはサンドイッチを作りました (coordinate clause): 2 T-units.

Lexical diversity refers to the range of words used within a text (Engber, 1995 ; Kyle et al. 2021 ) and is considered a useful measure of the breadth of vocabulary in L n production (Jarvis, 2013a , 2013b ).

The type/token ratio (TTR) is widely recognized as a straightforward measure for calculating lexical diversity and has been employed in numerous studies. These studies have demonstrated a strong correlation between TTR and other methods of measuring lexical diversity (e.g., Bentz et al. 2016 ; Čech and Miroslav, 2018 ; Çöltekin and Taraka, 2018 ). TTR is computed by considering both the number of unique words (types) and the total number of words (tokens) in a given text. Given that the length of learners’ writing texts can vary, this study employs the moving average type-token ratio (MATTR) to mitigate the influence of text length. MATTR is calculated using a 50-word moving window. Initially, a TTR is determined for words 1–50 in an essay, followed by words 2–51, 3–52, and so on until the end of the essay is reached (Díez-Ortega and Kyle, 2023 ). The final MATTR scores were obtained by averaging the TTR scores for all 50-word windows. The following formula was employed to derive MATTR:

\({\rm{MATTR}}({\rm{W}})=\frac{{\sum }_{{\rm{i}}=1}^{{\rm{N}}-{\rm{W}}+1}{{\rm{F}}}_{{\rm{i}}}}{{\rm{W}}({\rm{N}}-{\rm{W}}+1)}\)

Here, N refers to the number of tokens in the corpus. W is the randomly selected token size (W < N). \({F}_{i}\) is the number of types in each window. The \({\rm{MATTR}}({\rm{W}})\) is the mean of a series of type-token ratios (TTRs) based on the word form for all windows. It is expected that individuals with higher language proficiency will produce texts with greater lexical diversity, as indicated by higher MATTR scores.

Lexical density was captured by the ratio of the number of lexical words to the total number of words (Lu, 2012 ). Lexical sophistication refers to the utilization of advanced vocabulary, often evaluated through word frequency indices (Crossley et al. 2013 ; Haberman, 2008 ; Kyle and Crossley, 2015 ; Laufer and Nation, 1995 ; Lu, 2012 ; Read, 2000 ). In line of writing, lexical sophistication can be interpreted as vocabulary breadth, which entails the appropriate usage of vocabulary items across various lexicon-grammatical contexts and registers (Garner et al. 2019 ; Kim et al. 2018 ; Kyle et al. 2018 ). In Japanese specifically, words are considered lexically sophisticated if they are not included in the “Japanese Education Vocabulary List Ver 1.0”. Footnote 4 Consequently, lexical sophistication was calculated by determining the number of sophisticated word types relative to the total number of words per essay. Furthermore, it has been suggested that, in Japanese writing, sentences should ideally have a length of no more than 40 to 50 characters, as this promotes readability. Therefore, the median and maximum sentence length can be considered as useful indices for assessment (Ishioka and Kameda, 2006 ).

Syntactic complexity was assessed based on several measures, including the mean length of clauses, verb phrases per T-unit, clauses per T-unit, dependent clauses per T-unit, complex nominals per clause, adverbial clauses per clause, coordinate phrases per clause, and mean dependency distance (MDD). The MDD reflects the distance between the governor and dependent positions in a sentence. A larger dependency distance indicates a higher cognitive load and greater complexity in syntactic processing (Liu, 2008 ; Liu et al. 2017 ). The MDD has been established as an efficient metric for measuring syntactic complexity (Jiang, Quyang, and Liu, 2019 ; Li and Yan, 2021 ). To calculate the MDD, the position numbers of the governor and dependent are subtracted, assuming that words in a sentence are assigned in a linear order, such as W1 … Wi … Wn. In any dependency relationship between words Wa and Wb, Wa is the governor and Wb is the dependent. The MDD of the entire sentence was obtained by taking the absolute value of governor – dependent:

MDD = \(\frac{1}{n}{\sum }_{i=1}^{n}|{\rm{D}}{{\rm{D}}}_{i}|\)

In this formula, \(n\) represents the number of words in the sentence, and \({DD}i\) is the dependency distance of the \({i}^{{th}}\) dependency relationship of a sentence. Building on this, the annotation of sentence ‘Mary-ga-John-ni-keshigomu-o-watashita was [Mary- top -John- dat -eraser- acc -give- past] ’. The sentence’s MDD would be 2. Table 3 provides the CSV file as a prompt for GPT 4.

Cohesion (semantic similarity) and content elaboration aim to capture the ideas presented in test taker’s essays. Cohesion was assessed using three measures: Synonym overlap/paragraph (topic), Synonym overlap/paragraph (keywords), and word2vec cosine similarity. Content elaboration and development were measured as the number of metadiscourse markers (type)/number of words. To capture content closely, this study proposed a novel-distance based representation, by encoding the cosine distance between the essay (by learner) and essay task’s (topic and keyword) i -vectors. The learner’s essay is decoded into a word sequence, and aligned to the essay task’ topic and keyword for log-likelihood measurement. The cosine distance reveals the content elaboration score in the leaners’ essay. The mathematical equation of cosine similarity between target-reference vectors is shown in (11), assuming there are i essays and ( L i , …. L n ) and ( N i , …. N n ) are the vectors representing the learner and task’s topic and keyword respectively. The content elaboration distance between L i and N i was calculated as follows:

\(\cos \left(\theta \right)=\frac{{\rm{L}}\,\cdot\, {\rm{N}}}{\left|{\rm{L}}\right|{\rm{|N|}}}=\frac{\mathop{\sum }\nolimits_{i=1}^{n}{L}_{i}{N}_{i}}{\sqrt{\mathop{\sum }\nolimits_{i=1}^{n}{L}_{i}^{2}}\sqrt{\mathop{\sum }\nolimits_{i=1}^{n}{N}_{i}^{2}}}\)

A high similarity value indicates a low difference between the two recognition outcomes, which in turn suggests a high level of proficiency in content elaboration.

To evaluate the effectiveness of the proposed measures in distinguishing different proficiency levels among nonnative Japanese speakers’ writing, we conducted a multi-faceted Rasch measurement analysis (Linacre, 1994 ). This approach applies measurement models to thoroughly analyze various factors that can influence test outcomes, including test takers’ proficiency, item difficulty, and rater severity, among others. The underlying principles and functionality of multi-faceted Rasch measurement are illustrated in (12).

\(\log \left(\frac{{P}_{{nijk}}}{{P}_{{nij}(k-1)}}\right)={B}_{n}-{D}_{i}-{C}_{j}-{F}_{k}\)

(12) defines the logarithmic transformation of the probability ratio ( P nijk /P nij(k-1) )) as a function of multiple parameters. Here, n represents the test taker, i denotes a writing proficiency measure, j corresponds to the human rater, and k represents the proficiency score. The parameter B n signifies the proficiency level of test taker n (where n ranges from 1 to N). D j represents the difficulty parameter of test item i (where i ranges from 1 to L), while C j represents the severity of rater j (where j ranges from 1 to J). Additionally, F k represents the step difficulty for a test taker to move from score ‘k-1’ to k . P nijk refers to the probability of rater j assigning score k to test taker n for test item i . P nij(k-1) represents the likelihood of test taker n being assigned score ‘k-1’ by rater j for test item i . Each facet within the test is treated as an independent parameter and estimated within the same reference framework. To evaluate the consistency of scores obtained through both human and computer analysis, we utilized the Infit mean-square statistic. This statistic is a chi-square measure divided by the degrees of freedom and is weighted with information. It demonstrates higher sensitivity to unexpected patterns in responses to items near a person’s proficiency level (Linacre, 2002 ). Fit statistics are assessed based on predefined thresholds for acceptable fit. For the Infit MNSQ, which has a mean of 1.00, different thresholds have been suggested. Some propose stricter thresholds ranging from 0.7 to 1.3 (Bond et al. 2021 ), while others suggest more lenient thresholds ranging from 0.5 to 1.5 (Eckes, 2009 ). In this study, we adopted the criterion of 0.70–1.30 for the Infit MNSQ.

Moving forward, we can now proceed to assess the effectiveness of the 16 proposed measures based on five criteria for accurately distinguishing various levels of writing proficiency among non-native Japanese speakers. To conduct this evaluation, we utilized the development dataset from the I-JAS corpus, as described in Section Dataset . Table 4 provides a measurement report that presents the performance details of the 14 metrics under consideration. The measure separation was found to be 4.02, indicating a clear differentiation among the measures. The reliability index for the measure separation was 0.891, suggesting consistency in the measurement. Similarly, the person separation reliability index was 0.802, indicating the accuracy of the assessment in distinguishing between individuals. All 16 measures demonstrated Infit mean squares within a reasonable range, ranging from 0.76 to 1.28. The Synonym overlap/paragraph (topic) measure exhibited a relatively high outfit mean square of 1.46, although the Infit mean square falls within an acceptable range. The standard error for the measures ranged from 0.13 to 0.28, indicating the precision of the estimates.

Table 5 further illustrated the weights assigned to different linguistic measures for score prediction, with higher weights indicating stronger correlations between those measures and higher scores. Specifically, the following measures exhibited higher weights compared to others: moving average type token ratio per essay has a weight of 0.0391. Mean dependency distance had a weight of 0.0388. Mean length of clause, calculated by dividing the number of words by the number of clauses, had a weight of 0.0374. Complex nominals per T-unit, calculated by dividing the number of complex nominals by the number of T-units, had a weight of 0.0379. Coordinate phrases rate, calculated by dividing the number of coordinate phrases by the number of clauses, had a weight of 0.0325. Grammatical error rate, representing the number of errors per essay, had a weight of 0.0322.

Criteria (output indicator)

The criteria used to evaluate the writing ability in this study were based on CEFR, which follows a six-point scale ranging from A1 to C2. To assess the quality of Japanese writing, the scoring criteria from Table 6 were utilized. These criteria were derived from the IELTS writing standards and served as assessment guidelines and prompts for the written output.

A prompt is a question or detailed instruction that is provided to the model to obtain a proper response. After several pilot experiments, we decided to provide the measures (Section Measures of writing proficiency for nonnative Japanese ) as the input prompt and use the criteria (Section Criteria (output indicator) ) as the output indicator. Regarding the prompt language, considering that the LLM was tasked with rating Japanese essays, would prompt in Japanese works better Footnote 5 ? We conducted experiments comparing the performance of GPT-4 using both English and Japanese prompts. Additionally, we utilized the Japanese local model OCLL with Japanese prompts. Multiple trials were conducted using the same sample. Regardless of the prompt language used, we consistently obtained the same grading results with GPT-4, which assigned a grade of B1 to the writing sample. This suggested that GPT-4 is reliable and capable of producing consistent ratings regardless of the prompt language. On the other hand, when we used Japanese prompts with the Japanese local model “OCLL”, we encountered inconsistent grading results. Out of 10 attempts with OCLL, only 6 yielded consistent grading results (B1), while the remaining 4 showed different outcomes, including A1 and B2 grades. These findings indicated that the language of the prompt was not the determining factor for reliable AES. Instead, the size of the training data and the model parameters played crucial roles in achieving consistent and reliable AES results for the language model.

The following is the utilized prompt, which details all measures and requires the LLM to score the essays using holistic and trait scores.

Please evaluate Japanese essays written by Japanese learners and assign a score to each essay on a six-point scale, ranging from A1, A2, B1, B2, C1 to C2. Additionally, please provide trait scores and display the calculation process for each trait score. The scoring should be based on the following criteria:

Moving average type-token ratio.

Number of lexical words (token) divided by the total number of words per essay.

Number of sophisticated word types divided by the total number of words per essay.

Mean length of clause.

Verb phrases per T-unit.

Clauses per T-unit.

Dependent clauses per T-unit.

Complex nominals per clause.

Adverbial clauses per clause.

Coordinate phrases per clause.

Mean dependency distance.

Synonym overlap paragraph (topic and keywords).

Word2vec cosine similarity.

Connectives per essay.

Conjunctions per essay.

Number of metadiscourse markers (types) divided by the total number of words.

Number of errors per essay.

Japanese essay text

出かける前に二人が地図を見ている間に、サンドイッチを入れたバスケットに犬が入ってしまいました。それに気づかずに二人は楽しそうに出かけて行きました。やがて突然犬がバスケットから飛び出し、二人は驚きました。バスケット の 中を見ると、食べ物はすべて犬に食べられていて、二人は困ってしまいました。(ID_JJJ01_SW1)

The score of the example above was B1. Figure 3 provides an example of holistic and trait scores provided by GPT-4 (with a prompt indicating all measures) via Bing Footnote 6 .

Example of GPT-4 AES and feedback (with a prompt indicating all measures).

Statistical analysis

The aim of this study is to investigate the potential use of LLM for nonnative Japanese AES. It seeks to compare the scoring outcomes obtained from feature-based AES tools, which rely on conventional machine learning technology (i.e. Jess, JWriter), with those generated by AI-driven AES tools utilizing deep learning technology (BERT, GPT, OCLL). To assess the reliability of a computer-assisted annotation tool, the study initially established human-human agreement as the benchmark measure. Subsequently, the performance of the LLM-based method was evaluated by comparing it to human-human agreement.

To assess annotation agreement, the study employed standard measures such as precision, recall, and F-score (Brants 2000 ; Lu 2010 ), along with the quadratically weighted kappa (QWK) to evaluate the consistency and agreement in the annotation process. Assume A and B represent human annotators. When comparing the annotations of the two annotators, the following results are obtained. The evaluation of precision, recall, and F-score metrics was illustrated in equations (13) to (15).

\({\rm{Recall}}(A,B)=\frac{{\rm{Number}}\,{\rm{of}}\,{\rm{identical}}\,{\rm{nodes}}\,{\rm{in}}\,A\,{\rm{and}}\,B}{{\rm{Number}}\,{\rm{of}}\,{\rm{nodes}}\,{\rm{in}}\,A}\)

\({\rm{Precision}}(A,\,B)=\frac{{\rm{Number}}\,{\rm{of}}\,{\rm{identical}}\,{\rm{nodes}}\,{\rm{in}}\,A\,{\rm{and}}\,B}{{\rm{Number}}\,{\rm{of}}\,{\rm{nodes}}\,{\rm{in}}\,B}\)

The F-score is the harmonic mean of recall and precision:

\({\rm{F}}-{\rm{score}}=\frac{2* ({\rm{Precision}}* {\rm{Recall}})}{{\rm{Precision}}+{\rm{Recall}}}\)

The highest possible value of an F-score is 1.0, indicating perfect precision and recall, and the lowest possible value is 0, if either precision or recall are zero.

In accordance with Taghipour and Ng ( 2016 ), the calculation of QWK involves two steps:

Step 1: Construct a weight matrix W as follows:

\({W}_{{ij}}=\frac{{(i-j)}^{2}}{{(N-1)}^{2}}\)

i represents the annotation made by the tool, while j represents the annotation made by a human rater. N denotes the total number of possible annotations. Matrix O is subsequently computed, where O_( i, j ) represents the count of data annotated by the tool ( i ) and the human annotator ( j ). On the other hand, E refers to the expected count matrix, which undergoes normalization to ensure that the sum of elements in E matches the sum of elements in O.

Step 2: With matrices O and E, the QWK is obtained as follows:

K = 1- \(\frac{\sum i,j{W}_{i,j}\,{O}_{i,j}}{\sum i,j{W}_{i,j}\,{E}_{i,j}}\)

The value of the quadratic weighted kappa increases as the level of agreement improves. Further, to assess the accuracy of LLM scoring, the proportional reductive mean square error (PRMSE) was employed. The PRMSE approach takes into account the variability observed in human ratings to estimate the rater error, which is then subtracted from the variance of the human labels. This calculation provides an overall measure of agreement between the automated scores and true scores (Haberman et al. 2015 ; Loukina et al. 2020 ; Taghipour and Ng, 2016 ). The computation of PRMSE involves the following steps:

Step 1: Calculate the mean squared errors (MSEs) for the scoring outcomes of the computer-assisted tool (MSE tool) and the human scoring outcomes (MSE human).

Step 2: Determine the PRMSE by comparing the MSE of the computer-assisted tool (MSE tool) with the MSE from human raters (MSE human), using the following formula:

\({\rm{PRMSE}}=1-\frac{({\rm{MSE}}\,{\rm{tool}})\,}{({\rm{MSE}}\,{\rm{human}})\,}=1-\,\frac{{\sum }_{i}^{n}=1{({{\rm{y}}}_{i}-{\hat{{\rm{y}}}}_{{\rm{i}}})}^{2}}{{\sum }_{i}^{n}=1{({{\rm{y}}}_{i}-\hat{{\rm{y}}})}^{2}}\)

In the numerator, ŷi represents the scoring outcome predicted by a specific LLM-driven AES system for a given sample. The term y i − ŷ i represents the difference between this predicted outcome and the mean value of all LLM-driven AES systems’ scoring outcomes. It quantifies the deviation of the specific LLM-driven AES system’s prediction from the average prediction of all LLM-driven AES systems. In the denominator, y i − ŷ represents the difference between the scoring outcome provided by a specific human rater for a given sample and the mean value of all human raters’ scoring outcomes. It measures the discrepancy between the specific human rater’s score and the average score given by all human raters. The PRMSE is then calculated by subtracting the ratio of the MSE tool to the MSE human from 1. PRMSE falls within the range of 0 to 1, with larger values indicating reduced errors in LLM’s scoring compared to those of human raters. In other words, a higher PRMSE implies that LLM’s scoring demonstrates greater accuracy in predicting the true scores (Loukina et al. 2020 ). The interpretation of kappa values, ranging from 0 to 1, is based on the work of Landis and Koch ( 1977 ). Specifically, the following categories are assigned to different ranges of kappa values: −1 indicates complete inconsistency, 0 indicates random agreement, 0.0 ~ 0.20 indicates extremely low level of agreement (slight), 0.21 ~ 0.40 indicates moderate level of agreement (fair), 0.41 ~ 0.60 indicates medium level of agreement (moderate), 0.61 ~ 0.80 indicates high level of agreement (substantial), 0.81 ~ 1 indicates almost perfect level of agreement. All statistical analyses were executed using Python script.

Results and discussion

Annotation reliability of the llm.

This section focuses on assessing the reliability of the LLM’s annotation and scoring capabilities. To evaluate the reliability, several tests were conducted simultaneously, aiming to achieve the following objectives:

Assess the LLM’s ability to differentiate between test takers with varying levels of oral proficiency.

Determine the level of agreement between the annotations and scoring performed by the LLM and those done by human raters.

The evaluation of the results encompassed several metrics, including: precision, recall, F-Score, quadratically-weighted kappa, proportional reduction of mean squared error, Pearson correlation, and multi-faceted Rasch measurement.

Inter-annotator agreement (human–human annotator agreement)

We started with an agreement test of the two human annotators. Two trained annotators were recruited to determine the writing task data measures. A total of 714 scripts, as the test data, was utilized. Each analysis lasted 300–360 min. Inter-annotator agreement was evaluated using the standard measures of precision, recall, and F-score and QWK. Table 7 presents the inter-annotator agreement for the various indicators. As shown, the inter-annotator agreement was fairly high, with F-scores ranging from 1.0 for sentence and word number to 0.666 for grammatical errors.

The findings from the QWK analysis provided further confirmation of the inter-annotator agreement. The QWK values covered a range from 0.950 ( p  = 0.000) for sentence and word number to 0.695 for synonym overlap number (keyword) and grammatical errors ( p  = 0.001).

Agreement of annotation outcomes between human and LLM

To evaluate the consistency between human annotators and LLM annotators (BERT, GPT, OCLL) across the indices, the same test was conducted. The results of the inter-annotator agreement (F-score) between LLM and human annotation are provided in Appendix B-D. The F-scores ranged from 0.706 for Grammatical error # for OCLL-human to a perfect 1.000 for GPT-human, for sentences, clauses, T-units, and words. These findings were further supported by the QWK analysis, which showed agreement levels ranging from 0.807 ( p  = 0.001) for metadiscourse markers for OCLL-human to 0.962 for words ( p  = 0.000) for GPT-human. The findings demonstrated that the LLM annotation achieved a significant level of accuracy in identifying measurement units and counts.

Reliability of LLM-driven AES’s scoring and discriminating proficiency levels

This section examines the reliability of the LLM-driven AES scoring through a comparison of the scoring outcomes produced by human raters and the LLM ( Reliability of LLM-driven AES scoring ). It also assesses the effectiveness of the LLM-based AES system in differentiating participants with varying proficiency levels ( Reliability of LLM-driven AES discriminating proficiency levels ).

Reliability of LLM-driven AES scoring

Table 8 summarizes the QWK coefficient analysis between the scores computed by the human raters and the GPT-4 for the individual essays from I-JAS Footnote 7 . As shown, the QWK of all measures ranged from k  = 0.819 for lexical density (number of lexical words (tokens)/number of words per essay) to k  = 0.644 for word2vec cosine similarity. Table 9 further presents the Pearson correlations between the 16 writing proficiency measures scored by human raters and GPT 4 for the individual essays. The correlations ranged from 0.672 for syntactic complexity to 0.734 for grammatical accuracy. The correlations between the writing proficiency scores assigned by human raters and the BERT-based AES system were found to range from 0.661 for syntactic complexity to 0.713 for grammatical accuracy. The correlations between the writing proficiency scores given by human raters and the OCLL-based AES system ranged from 0.654 for cohesion to 0.721 for grammatical accuracy. These findings indicated an alignment between the assessments made by human raters and both the BERT-based and OCLL-based AES systems in terms of various aspects of writing proficiency.

Reliability of LLM-driven AES discriminating proficiency levels

After validating the reliability of the LLM’s annotation and scoring, the subsequent objective was to evaluate its ability to distinguish between various proficiency levels. For this analysis, a dataset of 686 individual essays was utilized. Table 10 presents a sample of the results, summarizing the means, standard deviations, and the outcomes of the one-way ANOVAs based on the measures assessed by the GPT-4 model. A post hoc multiple comparison test, specifically the Bonferroni test, was conducted to identify any potential differences between pairs of levels.

As the results reveal, seven measures presented linear upward or downward progress across the three proficiency levels. These were marked in bold in Table 10 and comprise one measure of lexical richness, i.e. MATTR (lexical diversity); four measures of syntactic complexity, i.e. MDD (mean dependency distance), MLC (mean length of clause), CNT (complex nominals per T-unit), CPC (coordinate phrases rate); one cohesion measure, i.e. word2vec cosine similarity and GER (grammatical error rate). Regarding the ability of the sixteen measures to distinguish adjacent proficiency levels, the Bonferroni tests indicated that statistically significant differences exist between the primary level and the intermediate level for MLC and GER. One measure of lexical richness, namely LD, along with three measures of syntactic complexity (VPT, CT, DCT, ACC), two measures of cohesion (SOPT, SOPK), and one measure of content elaboration (IMM), exhibited statistically significant differences between proficiency levels. However, these differences did not demonstrate a linear progression between adjacent proficiency levels. No significant difference was observed in lexical sophistication between proficiency levels.

To summarize, our study aimed to evaluate the reliability and differentiation capabilities of the LLM-driven AES method. For the first objective, we assessed the LLM’s ability to differentiate between test takers with varying levels of oral proficiency using precision, recall, F-Score, and quadratically-weighted kappa. Regarding the second objective, we compared the scoring outcomes generated by human raters and the LLM to determine the level of agreement. We employed quadratically-weighted kappa and Pearson correlations to compare the 16 writing proficiency measures for the individual essays. The results confirmed the feasibility of using the LLM for annotation and scoring in AES for nonnative Japanese. As a result, Research Question 1 has been addressed.

Comparison of BERT-, GPT-, OCLL-based AES, and linguistic-feature-based computation methods

This section aims to compare the effectiveness of five AES methods for nonnative Japanese writing, i.e. LLM-driven approaches utilizing BERT, GPT, and OCLL, linguistic feature-based approaches using Jess and JWriter. The comparison was conducted by comparing the ratings obtained from each approach with human ratings. All ratings were derived from the dataset introduced in Dataset . To facilitate the comparison, the agreement between the automated methods and human ratings was assessed using QWK and PRMSE. The performance of each approach was summarized in Table 11 .

The QWK coefficient values indicate that LLMs (GPT, BERT, OCLL) and human rating outcomes demonstrated higher agreement compared to feature-based AES methods (Jess and JWriter) in assessing writing proficiency criteria, including lexical richness, syntactic complexity, content, and grammatical accuracy. Among the LLMs, the GPT-4 driven AES and human rating outcomes showed the highest agreement in all criteria, except for syntactic complexity. The PRMSE values suggest that the GPT-based method outperformed linguistic feature-based methods and other LLM-based approaches. Moreover, an interesting finding emerged during the study: the agreement coefficient between GPT-4 and human scoring was even higher than the agreement between different human raters themselves. This discovery highlights the advantage of GPT-based AES over human rating. Ratings involve a series of processes, including reading the learners’ writing, evaluating the content and language, and assigning scores. Within this chain of processes, various biases can be introduced, stemming from factors such as rater biases, test design, and rating scales. These biases can impact the consistency and objectivity of human ratings. GPT-based AES may benefit from its ability to apply consistent and objective evaluation criteria. By prompting the GPT model with detailed writing scoring rubrics and linguistic features, potential biases in human ratings can be mitigated. The model follows a predefined set of guidelines and does not possess the same subjective biases that human raters may exhibit. This standardization in the evaluation process contributes to the higher agreement observed between GPT-4 and human scoring. Section Prompt strategy of the study delves further into the role of prompts in the application of LLMs to AES. It explores how the choice and implementation of prompts can impact the performance and reliability of LLM-based AES methods. Furthermore, it is important to acknowledge the strengths of the local model, i.e. the Japanese local model OCLL, which excels in processing certain idiomatic expressions. Nevertheless, our analysis indicated that GPT-4 surpasses local models in AES. This superior performance can be attributed to the larger parameter size of GPT-4, estimated to be between 500 billion and 1 trillion, which exceeds the sizes of both BERT and the local model OCLL.

Prompt strategy

In the context of prompt strategy, Mizumoto and Eguchi ( 2023 ) conducted a study where they applied the GPT-3 model to automatically score English essays in the TOEFL test. They found that the accuracy of the GPT model alone was moderate to fair. However, when they incorporated linguistic measures such as cohesion, syntactic complexity, and lexical features alongside the GPT model, the accuracy significantly improved. This highlights the importance of prompt engineering and providing the model with specific instructions to enhance its performance. In this study, a similar approach was taken to optimize the performance of LLMs. GPT-4, which outperformed BERT and OCLL, was selected as the candidate model. Model 1 was used as the baseline, representing GPT-4 without any additional prompting. Model 2, on the other hand, involved GPT-4 prompted with 16 measures that included scoring criteria, efficient linguistic features for writing assessment, and detailed measurement units and calculation formulas. The remaining models (Models 3 to 18) utilized GPT-4 prompted with individual measures. The performance of these 18 different models was assessed using the output indicators described in Section Criteria (output indicator) . By comparing the performances of these models, the study aimed to understand the impact of prompt engineering on the accuracy and effectiveness of GPT-4 in AES tasks.

Based on the PRMSE scores presented in Fig. 4 , it was observed that Model 1, representing GPT-4 without any additional prompting, achieved a fair level of performance. However, Model 2, which utilized GPT-4 prompted with all measures, outperformed all other models in terms of PRMSE score, achieving a score of 0.681. These results indicate that the inclusion of specific measures and prompts significantly enhanced the performance of GPT-4 in AES. Among the measures, syntactic complexity was found to play a particularly significant role in improving the accuracy of GPT-4 in assessing writing quality. Following that, lexical diversity emerged as another important factor contributing to the model’s effectiveness. The study suggests that a well-prompted GPT-4 can serve as a valuable tool to support human assessors in evaluating writing quality. By utilizing GPT-4 as an automated scoring tool, the evaluation biases associated with human raters can be minimized. This has the potential to empower teachers by allowing them to focus on designing writing tasks and guiding writing strategies, while leveraging the capabilities of GPT-4 for efficient and reliable scoring.

PRMSE scores of the 18 AES models.

This study aimed to investigate two main research questions: the feasibility of utilizing LLMs for AES and the impact of prompt engineering on the application of LLMs in AES.

To address the first objective, the study compared the effectiveness of five different models: GPT, BERT, the Japanese local LLM (OCLL), and two conventional machine learning-based AES tools (Jess and JWriter). The PRMSE values indicated that the GPT-4-based method outperformed other LLMs (BERT, OCLL) and linguistic feature-based computational methods (Jess and JWriter) across various writing proficiency criteria. Furthermore, the agreement coefficient between GPT-4 and human scoring surpassed the agreement among human raters themselves, highlighting the potential of using the GPT-4 tool to enhance AES by reducing biases and subjectivity, saving time, labor, and cost, and providing valuable feedback for self-study. Regarding the second goal, the role of prompt design was investigated by comparing 18 models, including a baseline model, a model prompted with all measures, and 16 models prompted with one measure at a time. GPT-4, which outperformed BERT and OCLL, was selected as the candidate model. The PRMSE scores of the models showed that GPT-4 prompted with all measures achieved the best performance, surpassing the baseline and other models.

In conclusion, this study has demonstrated the potential of LLMs in supporting human rating in assessments. By incorporating automation, we can save time and resources while reducing biases and subjectivity inherent in human rating processes. Automated language assessments offer the advantage of accessibility, providing equal opportunities and economic feasibility for individuals who lack access to traditional assessment centers or necessary resources. LLM-based language assessments provide valuable feedback and support to learners, aiding in the enhancement of their language proficiency and the achievement of their goals. This personalized feedback can cater to individual learner needs, facilitating a more tailored and effective language-learning experience.

There are three important areas that merit further exploration. First, prompt engineering requires attention to ensure optimal performance of LLM-based AES across different language types. This study revealed that GPT-4, when prompted with all measures, outperformed models prompted with fewer measures. Therefore, investigating and refining prompt strategies can enhance the effectiveness of LLMs in automated language assessments. Second, it is crucial to explore the application of LLMs in second-language assessment and learning for oral proficiency, as well as their potential in under-resourced languages. Recent advancements in self-supervised machine learning techniques have significantly improved automatic speech recognition (ASR) systems, opening up new possibilities for creating reliable ASR systems, particularly for under-resourced languages with limited data. However, challenges persist in the field of ASR. First, ASR assumes correct word pronunciation for automatic pronunciation evaluation, which proves challenging for learners in the early stages of language acquisition due to diverse accents influenced by their native languages. Accurately segmenting short words becomes problematic in such cases. Second, developing precise audio-text transcriptions for languages with non-native accented speech poses a formidable task. Last, assessing oral proficiency levels involves capturing various linguistic features, including fluency, pronunciation, accuracy, and complexity, which are not easily captured by current NLP technology.

Data availability

The dataset utilized was obtained from the International Corpus of Japanese as a Second Language (I-JAS). The data URLs: [ https://www2.ninjal.ac.jp/jll/lsaj/ihome2.html ].

J-CAT and TTBJ are two computerized adaptive tests used to assess Japanese language proficiency.

SPOT is a specific component of the TTBJ test.

J-CAT: https://www.j-cat2.org/html/ja/pages/interpret.html

SPOT: https://ttbj.cegloc.tsukuba.ac.jp/p1.html#SPOT .

The study utilized a prompt-based GPT-4 model, developed by OpenAI, which has an impressive architecture with 1.8 trillion parameters across 120 layers. GPT-4 was trained on a vast dataset of 13 trillion tokens, using two stages: initial training on internet text datasets to predict the next token, and subsequent fine-tuning through reinforcement learning from human feedback.

https://www2.ninjal.ac.jp/jll/lsaj/ihome2-en.html .

http://jhlee.sakura.ne.jp/JEV/ by Japanese Learning Dictionary Support Group 2015.

We express our sincere gratitude to the reviewer for bringing this matter to our attention.

On February 7, 2023, Microsoft began rolling out a major overhaul to Bing that included a new chatbot feature based on OpenAI’s GPT-4 (Bing.com).

Appendix E-F present the analysis results of the QWK coefficient between the scores computed by the human raters and the BERT, OCLL models.

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This research was funded by National Foundation of Social Sciences (22BYY186) to Wenchao Li.

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Li, W., Liu, H. Applying large language models for automated essay scoring for non-native Japanese. Humanit Soc Sci Commun 11 , 723 (2024). https://doi.org/10.1057/s41599-024-03209-9

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Dad Brain Is Real, and It’s a Good Thing

By Darby Saxbe

Dr. Saxbe, a professor of psychology at the University of Southern California, is writing a book about how fatherhood changes the brain.

A father of three recently told me that if he could go back in time and give himself one piece of advice, it would be to have kids sooner. Fatherhood changed him; it gave his life purpose, he said. It turns out neuroscience agrees with him.

My research lab investigates how the brain changes when men become fathers, and we are discovering that fatherhood can be transformative for their brains and bodies. The brain and hormonal changes we observe in new dads tell us that nature intended men to participate in child-rearing, because it equipped them with neurobiological architecture to do so. They too can show the fundamental instinct for nurturing that’s often attributed solely to mothers.

Not only that, but men’s involvement in fatherhood can have long-term benefits for their brain health — and for healthy societies. At a time when boys and men seem to be experiencing greater social isolation and declining occupational prospects, the role of father can provide a meaningful source of identity. But the transition to fatherhood can also be a time of vulnerability, which is why supporting fathers should be a priority for policymakers.

In a 2022 study , my colleagues and I collaborated with researchers in Spain to gather brain scans of a small number of first-time fathers before and after their babies were born. Our results echoed studies of mothers done by some of the same researchers. In several landmark studies , they found that as women became mothers, their brains lost volume in gray matter, the layer of brain tissue rich with neurons, in regions across the brain, including those responsible for social and emotional processing.

Although a shrinking brain sounds like bad news, less can be more: These changes might fine-tune the brain to work more efficiently. The teenage brain also trims down its gray matter as it develops. Women who lost more brain volume showed stronger attachment to their infants after birth, indicating that the shrinkage promoted bonding.

Our findings for fathers were similar. Men also lost gray matter volume in new fatherhood, in some of the same regions that changed in women. But volume reductions for dads were less pronounced. The findings for mothers had been so striking that a machine-learning algorithm could tell mothers and nonmothers apart by their brain scans alone. The picture was noisier for fathers. My hunch is that men’s brain changes looked less clear-cut because fathers vary so much in their levels of engagement in parenting.

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