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• Original draft in minutes Generate unique drafts with ideas and arguments to save time for important things. Read more Our AI essay generator creates complete academic drafts based on your instructions with a few clicks that can be edited. Close
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Benefits of Textero AI Essay Maker

Students use our AI essay writer to simplify the essay-writing process by boosting productivity through quick generation of essays and research papers. This saves time and allows students to stay focused on the topic.

We use advanced natural language processing algorithms to ensure that content is error-free. Generated content has consistent grammar, tone, and adjustable style.

Our free AI essay generator guarantees plagiarism-free essays. It generates accurate citations for APA and MLA styles, ensuring that your research papers are adhering to the highest academic standards.

Essay writing tool ensures top quality of essays through access to an academic database with 215+ million papers. A combination of consistent tone, style, and coherence results in professional essays that adhere to academic standards.

With customizable settings for the generator, our essay writer tool offers unprecedented personalization to students. Provide the assistant with the details of your essay or outline to generate required paper.

Our AI essay writer tool gathers scientific sources from open scholarly bases with reputable articles. It also features an AI-powered assistant to improve the research process.

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• Intelligent Outlining Module – AI essay writer uses advanced algorithms to ensure coherent structure of generated texts. Resulting essays have a logical flow that expands on research topics.
• Dynamic Research Engine – our essay writing tool has access to academic research databases that are constantly updated. It prioritizes most recent sources to use in generated essays.
• Adaptive Writing Assistant – our AI assistant was trained on more than 215 million academic papers to provide suggestions to users’ content. It can be used to edit and revise generated texts.
• Multi-Format Citation Engine – users can select MLA and APA citation styles for their essays. AI essay writer will format sources according to the preferred citation style.
• Ask AI Function – look for academic sources relevant to your topic while working with the document. Users can ask AI a question and receive a detailed answer with relevant citations.
• Extensive Academic Database Access – Textero AI has direct access to the academic research paper database that is constantly updated. Sources used in generated essays adhere to academic standards.
• Contextualized Content Generation – AI essay writer tool generates contextually relevant essays and research papers based on the topic and instructions provided by the user.
• Anti-Plagiarism Shield – content generated by Textero AI is 100% plagiarism-free. It uses advanced algorithms to detect and eliminate plagiarism, ensuring that your assignments are credible.
• Narrative – narration of a story through events, often from the author’s perspective;
• Persuasive – the use of logical and reasonable arguments aimed at persuading readers to adopt the author’s point of view;
• Argumentative – presentation of a topic from several perspectives, favoring one side with evidence and reasoning;
• Expository – presentation of a topic in a straightforward manner by using facts and examples;
• Compare and contrast – description of similarities and differences between subjects to provide a nuanced perspective on the topic;
• Cause and effect – description of relationships between events to explain how different factors lead to a particular outcome;
• Definition – explanation of a idea, concept, or term with exploration of its interpretations;
• Expository – explanation of a topic in an unbiased manner through factual information and analysis.

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The Ultimate Guide to AI Essay Writing

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Laura Jane Bradbury

There are several aspects of essay writing that many students can struggle with. In particular, seven common problems make it more stressful than it needs to be. From staying within the word limit, to formulating a thesis statement and creating an engaging hook.

As a writer, I'm used to working with article briefs similar to student assignments. We both must follow word counts, avoid plagiarism in our research, and create powerful introductions that grab our readers' attention.

Here are six tips to help make the essay writing process easier.

Write better essays with AI > Write better essays with AI >

1. Create a stronger thesis statement using AI

A thesis statement helps you stay on-track with your essay’s overall aim. It’s a brief statement that summarizes what your essay is about and what readers can expect. For example, are you exploring different ideas, making an argument, explaining something in detail? 

Follow these steps to write a strong thesis statement: 

• Identify and research your essay topic — find a particular angle that interests you.
• Ask a research question that encourages you to explore your topic in more detail. 
• Use your initial thoughts or theories to answer your question. This will be your working thesis. 
• Research your question and working thesis. Look through trustworthy sources to evaluate your thesis’ strengths and weaknesses.
• Refine your thesis. Your research may have altered your opinion or created a new angle.

Wordtune’s AI capabilities can refine your statement through eliminating unnecessary words.

Read the full article: How to Write a Better Thesis Statement Using AI 

2. apply “smart hacks” to boost your word count.

In addition to being too long, essays can also be too short. I know how frustrating it is when you have explained everything you wanted to, but are still 200 words under the word count.

Before you add filler words or rewrite the same content in different sections of your essay, apply these smart hacks to your copy:

• Add examples: Examples can illustrate a point and make it easier to understand. They’re particularly useful for explaining complex academic and technical information.
• Use quotes and references: Find valuable quotes and references that can support your essay’s argument.
• Extend your introduction and conclusion: This is where you can add free flowing paragraphs without needing to validate sentences with references, sources, and quotes. Consider adding detail on what inspired you to explore your topic, or reiterate the key takeaway from your essay. You can also share personal experiences and research findings to introduce or close your topic where appropriate.
• Use an AI writing tool: AI tools such as Wordtune can generate text. While reading through your essay, you may find that some paragraphs or points could be expanded. Paste your words into Wordtune Editor, and click “Continue Writing” under “Spices'' for ideas on additional text you can include.

Read the full article: 10 Ways to Increase Your Essay Word Count (AI Included)

3. hook your readers in your opening sentence.

The pressure to deliver a unique and attention-grabbing hook can make your opening sentence the hardest to craft.

Before brainstorming, ensure you have performed in-depth research and that you understand your essay’s tone and audience. 

Your research may uncover facts and arguments that can guide your hook, such as a shocking statistic or discovery. In addition, your intended audience will impact the tone you should use and how you should introduce readers to your essay. For instance, sharing a joke or a light-hearted anecdote will likely be too casual for a serious argumentative essay.

Some of the most-effective ways to create an enticing hook include:

• Shocking statistics : These are facts that will surprise your readers.
• Bold claim : This is a claim that your readers don’t necessarily already accept as fact, or that they may not even have heard of. 
• Storytelling/anecdote: Stories can help your readers connect with your topic and you as the author.
• Questions: Asking a question can spark curiosity. An interesting question can encourage people to read your essay to find out the answer.
• Description: This is a unique and specific description of something (a person, event, time period, etc.) that relates to the argument you’re making in your essay.

Read the full article: Essay Hook Examples That Grab Attention (Formula For Better Grades)  

4. look at examples of explanatory essays.

When in doubt, examples can be your best friend. Especially if you are writing an explanatory essay, as there are many different subtypes. 

Explanatory essays examine a topic or situation in detail. You as the author provide evidence and facts to explain why something happened, why something works, or what something is. The essay must have an objective perspective, and the facts must speak for themselves.

The different types of explanatory essays include:

• How-tos: Step-by-step instructions on how to do something.
• Problem and solution: Explaining a problem and providing a solution.
• Chronology: Detailing something’s history or backstory in chronological order.
• Cause-and-effect analysis: Examining a phenomenon to explain what caused it and what it influenced.

Because of the various explanatory sub-types, it helps to look at different examples to decide which style works best for your subject. Looking at examples also gives you an idea of how to structure your essay and present your arguments effectively.

Read the full article: 7+ Explanatory Essay Examples That Get the Best Grades  

5. use ai to avoid plagiarism.

While there are several ways to avoid plagiarism, including expressing your research and findings in your own words and citing your sources, Wordtune can also help you. The AI technology produces text not written anywhere else on the internet — see for yourself by copying Wordtune’s generated text into search engines such as Google. 

Accidental plagiarism can make your work look less credible and unprofessional. In addition to making your research look underdeveloped, not referencing your sources correctly can suggest you’re trying to pass off other people’s ideas as your own. With the right tools, however, you can avoid this critical essay mistake.

Read the full article: 9 Steps to Avoid Plagiarism As a Student (Including Using AI)

6. break persuasive essays into manageable chunks.

Persuasive essays use research and logic to persuade the reader of your opinion on a particular subject. In some ways, this article is persuasive because I use research and examples to persuade (or at least encourage) you to practice these essay writing methods. 

If writing an argument intimidates you, this five-step list will break your essay into manageable chunks, making it easier to write.

• Identify a topic or issue that is arguable from more than one position . You must form an opinion and not argue a simple fact. Find a topic that has multiple theories and no conclusive evidence, such as “Is animal testing ethical?” or “Should students still study Shakespeare?”
• Use research to create your thesis (follow the steps mentioned earlier).
• Find evidence to back up your thesis . Double-check sources for credibility and try to spot missing information that could impact your argument.
• Address opposing ideas others may hold . Use search engines such as Google to research opposite arguments. For instance, if I believe animal testing is not ethical, I can research “Why animal testing is ethical” to find other theories. To respecfully show different opinions, first acknowledge the opposing view and evidence. Then, share your argument and provide logical evidence as to why your argument is the correct one.
• Create a convincing conclusion . Rather than repeating what you’ve already said, draw from the arguments you’ve made and point out how they logically prove your thesis.

Read the full article: How to Write a Persuasive Essay (This Convinced My Professor!)  

A successful essay formula.

Essays contain a lot of ingredients. From deciding on the right hook, to staying in line with the word count. But with the right tools — such as AI — and the use of smart hacks, you can create an effective formula that will make the essay writing process much easier.

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AI for Essay Writing — Exploring Top 10 Essay Writers

Table of Contents

Let’s admit it — essay writing is quite a challenging task for students. Especially with the stringent deadlines, conducting research, writing , editing, and addressing to-and-fro reviews — consumes a whole lot of time and often becomes stressful. Therefore, students are always on the lookout for tools that speed up the essay writing process.

And that’s when AI writing tools make their debut! Using the best AI for essay writing makes the lives of students much easier by automatically generating the essay for them.

The rise in the popularity of artificial intelligence technology and deep learning has paved the way for the numerous AI writer tools available today. To help you understand the different types of AI tools and their benefits, we’ve uncovered the features of the top 10 AI essay generators in this article.

Let’s explore the tools and learn how they are transforming the tedious task of essay writing!

What is essay writing?

Essay writing is a part of academic writing that emphasizes formulating an idea or argument. The main objective of academic essay writing is to present a well-reasoned argument or idea. Evidence, analysis, and interpretation are the three major components of essay writing . It should have a logical structure to support the argument or idea of the essay so that it communicates clearly and concisely.

What is an AI essay writer?

AI essay writers is a tool that is designed to help students generate essays using machine learning techniques. They can be used to generate a full essay or generate a few parts of the essay, for example, essay titles, introduction, conclusion, etc.

Why should researchers use AI essay generators?

There are infinite benefits to using AI tools for writing unique essays, especially for researchers or students. Here are a few of them —

1. Saves time

Using best AI for essay writing has its own benefits. Students can take care of the research process while these AI tools write the essays for them. Be it an essay topic or a full-length essay generation, it saves a bunch of students' time.

2. Boosts productivity

Writing is a tedious task especially when you want to write an essay about a novel topic, that writer’s block starts haunting and your productivity gets affected. But, with AI, it’s the other way around and increases productivity by quickly generating the essays for you.

3. Enhances writing skills — Vocabulary and Style

Adopting the best AI essay writing AI tool not only help with creating essays but also help us hone our writing skills by giving proper suggestions about grammar, sentence structure, tone, style, and word choice.

4. Reduces stress

Students often undergo a lot of pressure and stress because of deadlines and submissions. With the best AI essay generator, they help you write essays smarter thereby reducing stress and fear in no time.

5. Facilitates multidisciplinary research

AI essay writing tools foster interdisciplinary study through their ability to scan and combine knowledge from multiple domains. That way, it helps us quickly get a grasp of new subjects or topics without a heavy-lifting process.

6. Cost-effective

Most of the AI essay writing tools have lower pricing and also allow certain discounts for students. So, it is also a cost-effective approach to use AI writing tools.

The Top AI Essay Writing Tools and Their Features

Several AI essay writers are available based on the types of essays one would want to generate. Now, let's quickly understand the top 10 AI writing tools that generate essays within just a few minutes.

1. PerfectEssayWriter.ai

It is one of the best AI for essay writing that not only creates an essay but also comes up with advanced features including plagiarism detection, auto-referencing, and contextual analysis. As a result, it generates coherent essays that are well-researched and properly cited. It is best recommended for creating academic essays and essay outlines.

How does PerfectEssayWriter work?

• Pick the right tool for your purpose — Go with an essay writer if you want to generate a full essay or choose the essay outliner if you want to create just the outline of the essay.
• Enter your specific conditions and preferences. Add essay topic, academic level, essay type, number of pages, and special instructions, if any.
• Click on “generate” and wait for the result
• Once you have the essay generated, you can review, edit, or refine it and then download it.
• Generates a large chunk of data up to 2000 words
• Output is provided within 90 seconds
• Provides a plethora of other tools like Citation generator, grammar checker, thesis statement generator, and more
• Comes with 10+ essay writing templates
• Subscription-based and not a free tool
• Human review is a mandate

2. Essaybot - Personalized AI writing

Essaybot is the product of a reputed online essay-writing service, MyPerfectWords. It is meant to enhance academic essay writing and streamline the tasks of students. Its user friendly website makes it an instant and hassle-free essay generation saving a lot of time and effort for students.

How does Essaybot work?

• Enter the essay title or topic
• Click on “start writing” and wait for it to generate a well-reasoned essay.
• The tools come for free
• No sign-up is required
• 100% unique and High-quality output
• Very limited features that lack advanced functionalities

3. FreeEssayWriter.net

FreeEssayWriter is an organization that provides essay-writing services to students worldwide. It has an AI essay typer tool — that helps you generate essays instantly. What sets this essay typer apart is its initiative to help students with their free essay writer providing the students with a 2-page free essay.

How does FreeEssayWriter.net work?

It works similarly to Essaybot, input the title or the topic of your essay and wait for it to generate the essay. They also have an option to edit and download a free version of the generated essay instantly.

• Provides high-quality essays and is considered to be one of the reliable and trusted sources of information
• Students can improve their writing skills and learn more about essays by referring to their free essay database or sources
• Priority customer support is available 24*7
• The site is not optimized for mobile devices
• The quality of the essay output could still be improved

4. MyEssayWriter

This AI essay writing tool is no exception in terms of generating a high-quality essay. You can generate essays for various topics depending on the background of your research study. Be it academic or non-academic essay writing, this tool comes in handy.

How does MyEssay Writer work?

Add your preferences and then click on generate. It will give you a high-quality and 100% unique essay crafted based on your requirements.

• The tool comes for free — no subscription is required
• Knows for its consistency in the quality and the tone of the essay output
• Also has a paid custom writing service that provides human-written essays
• Might not provide quality output for complex and technical-based keywords or topic

5. College Essay AI

College essay AI stands unique as an ai writing tool as it not only uses an AI-based algorithm to generate essays but it also backs up the output as it is reviewed and approved by a team of professional experts. It is the best AI essay writing tool for college and graduate students where the output adheres to the graduate students' essay writing guidelines.

How does the College Essay AI generator work?

• Input the required information — essay topic, academic level, number of pages, sources, and specific instructions, if any.
• Click on “generate essay” and wait for the output
• Conduct plagiarism and grammar check
• Download the essay
• High-level output for academic essay writing
• Pocket-friendly premium plans
• Doesn’t provide multiple sets of templates
• Not quite suitable for non-academic essay writing

6. Jasper AI

Jasper AI has been the oldest player in the game of AI content writing. Fast forward to now, its features have been magnified with the inception of natural language processing algorithms and that’s how they are helping students write their essays as well. However, Jasper is the best AI tool for non-academic writing projects like content writing or creative writing.

How does Jasper AI work?

• Choose a template — if you are about to write an essay, go with the “document”
• Add your preferences
• Click “compose” and get the output
• Generates the essays instantly
• Provides well-structured output according to the tone and style of your preferences
• Not quite suitable for academic writing essays

7. Textero AI

Textero AI provides a few writing tools for students that facilitate their various academic papers and writing projects. Its essay generator helps you generate ideas for a full-length essay based on the topic and also suggests new topic ideas or thesis statement ideas for your academic assignments.

How does Textero AI work?

• Click on “Essay Generator” located on the LHS (Left-hand Side)
• Input the title and description based on which you want to generate the essay
• Pick the right citation style
• Click “generate” and wait for the output
• It also provides other tools like an outline generator, and summary generator and has an AI research assistant that answers all your questions relevant to the research
• The output is 100% unique and plagiarism and error-free
• Might fail to provide an essay focussed on complex or technical topics

8. Quillbot

Though Quillbot is essentially built for paraphrasing and summarizing tasks. It comes as a rescue when you have to revamp, improvise, or refine your already-composed essay. Its co-writer helps you transform your thoughts and ideas and make them more coherent by rephrasing them. You can easily customize your text based on the customization options available.

How does Quillbot Paraphraser work?

• Import or copy the content
• Click on “Paraphrase” “Summarize” or “Suggest text” based on your requirement
• Make the required customizations and save the document.
• Offers a plethora of tools required for students
• Both free and premium plans are available
• Enhances vocabulary and language skills
• Limited customization options with the free plan
• Only supports the English language

9. SciSpace Paraphraser

SciSpace is the best AI tool that helps you fine-tune your essay. If you feel your essay writing needs AI suggestions to improve the language, vocabulary, writing styles, and tone of your essay, SciSpace is at your rescue. It has more customized options than Quillbot and improves your essay by rephrasing it according to the required or preferred writing style, and tone. This is a very good alternative to Quillbot.

How does SciSpace Paraphrasing work?

• Simply paste the content to the screen
• Choose the length and variation properly
• Select the language
• Click “Paraphrase”
• Has 22 custom tones and all of them are available even on the free plan
• Supports 75+ languages
• Comes with an AI-detection report for English paraphrase output
• Delay in the output

10. ChatGPT

It would be unfair if we talk about AI tools and do not enlist ChatGPT. When it comes to automated essay writing tasks, ChatGPT is not trivial. With proper prompts, you can automate the essay writing process and generate a well-crafted and coherent essay. However, the quality and the accuracy cannot be trusted as the model hallucinates and doesn’t include sources.

How does ChatGPT work?

• Create a prompt based on your requirement
• Ask ChatGPT to write an essay about your topic, specify conditions and preferences
• Click enter and wait for the essay
• Comes for free
• Cannot rely on the output as the model hallucinates
• Lacks the upgraded features that other essay-writing tools have

Concluding!

Writing essays can be a real struggle. But, the inception of the best AI essay-generation tools makes the entire writing process a lot easier and smoother. However, you should be extra vigilant while relying on these tools and consciously use them only as a technological aid. Because over-reliance on these AI tools could diminish student's writing skills and the user can become more gripped by the tools. So, use it wisely without affecting your knowledge and skills.

You can explore the above tools whenever you need any help with essay writing, and reap the benefits of them without compromising on the quality of your writing.

And! If you're stuck exploring multiple research papers or want to conduct a comprehensive literature review , you know which tool to use? Yes, it's SciSpace Literature Review, our AI-powered workspace, which is meant to make your research workflow easier. Plus, it also comes with SciSpace Copilot , our AI research assistant that answers any question that you may have about the research paper.

If you haven't used it yet, you can use it here !

Choosing the best AI for writing long-form essays depends on your requirements. Here are the top 5 tools that help you create long-form and college essays —

1. Free Essay Writer AI

2. College Essay AI

3. My Essay Writer

4. Textero AI

5. Perfect Essay Writer

The Perfect Essay Writer AI and Textero AI are the two best AI essay generators that help you write the best essays.

ChatGPT is not specifically built to assist you with essay writing, however, you can use the tool to create college essays and long-form essays. It’s important to review, fact-check the essay, and refer to the sources properly.

Essaybot is a free AI essay generator tool that helps you create a well-reasoned essay with just a click.

Unless your university permits it, using AI essay generators or writing tools to write your essay can be considered as plagiarism.

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Advanced AI Essay Writer

20,000 AI-powered essays generated daily

Write unique, high-quality essays in seconds

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Check the references

Edit your references using popular reference types like APA or MLA

How Smodin makes Essay Writing Easy

Generate different types of essays with smodin, instantly find sources for any sentence.

Our AI research tool in the essay editor interface makes it easy to find a source or fact check any piece of text on the web. It will find you the most relevant or related piece of information and the source it came from. You can quickly add that reference to your document references with just a click of a button. We also provide other modes for research such as “find support statistics”, “find supporting arguments”, “find useful information”, and other research methods to make finding the information you need a breeze. Make essay writing and research easy with our AI research assistant.

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Our essay generator makes citing references in MLA and APA styles for web sources and references an easy task. The essay writer works by first identifying the primary elements in each source, such as the author, title, publication date, and URL, and then organizing them in the correct format required by the chosen citation style. This ensures that the references are accurate, complete, and consistent. The product provides helpful tools to generate citations and bibliographies in the appropriate style, making it easier for you to document your sources and avoid plagiarism. Whether you’re a student or a professional writer, our essay generator saves you time and effort in the citation process, allowing you to focus on the content of your work.

Produce Better Essays than ChatGPT

Our essay generator is designed to produce the best possible essays, with several tools available to assist in improving the essay, such as editing outlines, title improvements, tips and tricks, length control, and AI-assisted research. Unlike ChatGPT, our AI writer can find sources and assist in researching for the essay, which ensures that the essay is backed by credible and relevant information. Our essay generator offers editing assistance and outlines to improve the structure and flow of the essay. This feature is especially useful for students who may struggle with essay organization and require guidance on how to present their ideas coherently. Another advantage of our AI essay writer over ChatGPT is that it is designed explicitly for essay writing, ensuring that the output is of high quality and meets the expectations of the instructor or professor. While ChatGPT may be able to generate essays, there is no guarantee that the content will be relevant, accurate or meet the requirements of the assignment.

Easily Avoid Plagiarism

Our AI generated essays are 100% unique and plagiarism free. Worried about AI detection? Worry no more, use our AI Detection Remover to remove any AI Plagiarism produced from the essay generator.

Testimonials

Millions of users love Smodin's AI Writing Features

Smodin.io is an exceptional app that offers a range of outstanding features designed to help users with their research and content creation needs. One of the app's most impressive features is the Article 2.0, which generates high-quality articles and provides references for further study. The app's ChatIn feature and Research Paper generator are also incredibly unique, allowing users to conduct thorough research on the internet and find genuine paraphrased papers. One of the most impressive aspects of Smodin.io is its customer service team. The team is highly responsive, always available to help, and goes the extra mile to understand users' issues and offer solutions. This level of commitment to customer satisfaction is commendable and sets Smodin.io apart from its competitors. Another notable feature of Smodin.io is its continuous improvement. Every time you use the app, you'll notice new features that have been added based on feedback and recommendations. This level of attention to user feedback is remarkable, and it shows the app's developers' commitment to ensuring that Smodin.io remains the best in the market. I highly recommend Smodin.io to anyone looking for a reliable and efficient research and content creation tool.

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Nice product

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• Free Essay Examples

AI Essay Writer + AI Detection Remover

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Explore The Most Popular Essays

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• Characteristics Of Coca Cola
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• Desert Biome
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Is EssayAI integrated with an AI detection remover?

EssayAI is an all-in-one anti AI detector essay writer. We directly produce undetectable AI essay content, so you don't need an additional AI bypasser or AI humanizer to humanize your AI essay content again to ensure its undetectability.

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EssayAI is powered by our large language model with special training with over 100 million high-quality human-written essays to create undetectable AI essay writing. It grants EssayAI the power to output better writing quality than ChatGPT and other AI essay writers, which can only write mechanically-phrased essays unlikely to bypass AI detectors.

Can this AI essay writer generate essays other than English?

Yes, our essay AI is versatile and supports multiple languages, enabling users with diverse linguistic backgrounds to generate essays in various languages other than English, and broadening its accessibility for non-English speakers.

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We pride ourselves on developing an AI essay writer guaranteed to produce 100% plagiarism-free (whether it's normal or AI plagiarism). Every essay is crafted to be creative and unique, helping you maintain academic integrity with plagiarism-free writing.

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AI Essay Writer

AI Essay Writer by Editpad is a free essay generator that helps you write narrative, persuasive, argumentative and descriptive essays online in seconds.

How to use AI Essay Writer by Editpad?

To use Editpad's AI Essay Writer, you need to follow these simple steps below:

• Type or paste your essay topic or requirements in the input box provided.
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• After that, our essay generator will automatically generate your essay and provide results in the output box.

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• Ethan recently generated an essay titled: "Foreign Cyberattacks Targeting Chinese Entities"
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Trained on an Extensive Database of Exceptional Essays and Articles

The neural network AI model leverages vast quantities of precise and well-crafted essays to generate original content tailored to your needs.

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RECOMMENDED READS

• 5 Steps to Getting Started with Llama 2
• The Llama Ecosystem: Past, Present, and Future
• Introducing Code Llama, a state-of-the-art large language model for coding
• Meta and Microsoft Introduce the Next Generation of Llama
• Today, we’re introducing Meta Llama 3, the next generation of our state-of-the-art open source large language model.
• Llama 3 models will soon be available on AWS, Databricks, Google Cloud, Hugging Face, Kaggle, IBM WatsonX, Microsoft Azure, NVIDIA NIM, and Snowflake, and with support from hardware platforms offered by AMD, AWS, Dell, Intel, NVIDIA, and Qualcomm.
• We’re dedicated to developing Llama 3 in a responsible way, and we’re offering various resources to help others use it responsibly as well. This includes introducing new trust and safety tools with Llama Guard 2, Code Shield, and CyberSec Eval 2.
• In the coming months, we expect to introduce new capabilities, longer context windows, additional model sizes, and enhanced performance, and we’ll share the Llama 3 research paper.
• Meta AI, built with Llama 3 technology, is now one of the world’s leading AI assistants that can boost your intelligence and lighten your load—helping you learn, get things done, create content, and connect to make the most out of every moment. You can try Meta AI here .

Today, we’re excited to share the first two models of the next generation of Llama, Meta Llama 3, available for broad use. This release features pretrained and instruction-fine-tuned language models with 8B and 70B parameters that can support a broad range of use cases. This next generation of Llama demonstrates state-of-the-art performance on a wide range of industry benchmarks and offers new capabilities, including improved reasoning. We believe these are the best open source models of their class, period. In support of our longstanding open approach, we’re putting Llama 3 in the hands of the community. We want to kickstart the next wave of innovation in AI across the stack—from applications to developer tools to evals to inference optimizations and more. We can’t wait to see what you build and look forward to your feedback.

Our goals for Llama 3

With Llama 3, we set out to build the best open models that are on par with the best proprietary models available today. We wanted to address developer feedback to increase the overall helpfulness of Llama 3 and are doing so while continuing to play a leading role on responsible use and deployment of LLMs. We are embracing the open source ethos of releasing early and often to enable the community to get access to these models while they are still in development. The text-based models we are releasing today are the first in the Llama 3 collection of models. Our goal in the near future is to make Llama 3 multilingual and multimodal, have longer context, and continue to improve overall performance across core LLM capabilities such as reasoning and coding.

State-of-the-art performance

Our new 8B and 70B parameter Llama 3 models are a major leap over Llama 2 and establish a new state-of-the-art for LLM models at those scales. Thanks to improvements in pretraining and post-training, our pretrained and instruction-fine-tuned models are the best models existing today at the 8B and 70B parameter scale. Improvements in our post-training procedures substantially reduced false refusal rates, improved alignment, and increased diversity in model responses. We also saw greatly improved capabilities like reasoning, code generation, and instruction following making Llama 3 more steerable.

*Please see evaluation details for setting and parameters with which these evaluations are calculated.

In the development of Llama 3, we looked at model performance on standard benchmarks and also sought to optimize for performance for real-world scenarios. To this end, we developed a new high-quality human evaluation set. This evaluation set contains 1,800 prompts that cover 12 key use cases: asking for advice, brainstorming, classification, closed question answering, coding, creative writing, extraction, inhabiting a character/persona, open question answering, reasoning, rewriting, and summarization. To prevent accidental overfitting of our models on this evaluation set, even our own modeling teams do not have access to it. The chart below shows aggregated results of our human evaluations across of these categories and prompts against Claude Sonnet, Mistral Medium, and GPT-3.5.

Preference rankings by human annotators based on this evaluation set highlight the strong performance of our 70B instruction-following model compared to competing models of comparable size in real-world scenarios.

Our pretrained model also establishes a new state-of-the-art for LLM models at those scales.

To develop a great language model, we believe it’s important to innovate, scale, and optimize for simplicity. We adopted this design philosophy throughout the Llama 3 project with a focus on four key ingredients: the model architecture, the pretraining data, scaling up pretraining, and instruction fine-tuning.

Model architecture

In line with our design philosophy, we opted for a relatively standard decoder-only transformer architecture in Llama 3. Compared to Llama 2, we made several key improvements. Llama 3 uses a tokenizer with a vocabulary of 128K tokens that encodes language much more efficiently, which leads to substantially improved model performance. To improve the inference efficiency of Llama 3 models, we’ve adopted grouped query attention (GQA) across both the 8B and 70B sizes. We trained the models on sequences of 8,192 tokens, using a mask to ensure self-attention does not cross document boundaries.

Training data

To train the best language model, the curation of a large, high-quality training dataset is paramount. In line with our design principles, we invested heavily in pretraining data. Llama 3 is pretrained on over 15T tokens that were all collected from publicly available sources. Our training dataset is seven times larger than that used for Llama 2, and it includes four times more code. To prepare for upcoming multilingual use cases, over 5% of the Llama 3 pretraining dataset consists of high-quality non-English data that covers over 30 languages. However, we do not expect the same level of performance in these languages as in English.

To ensure Llama 3 is trained on data of the highest quality, we developed a series of data-filtering pipelines. These pipelines include using heuristic filters, NSFW filters, semantic deduplication approaches, and text classifiers to predict data quality. We found that previous generations of Llama are surprisingly good at identifying high-quality data, hence we used Llama 2 to generate the training data for the text-quality classifiers that are powering Llama 3.

We also performed extensive experiments to evaluate the best ways of mixing data from different sources in our final pretraining dataset. These experiments enabled us to select a data mix that ensures that Llama 3 performs well across use cases including trivia questions, STEM, coding, historical knowledge, etc.

Scaling up pretraining

To effectively leverage our pretraining data in Llama 3 models, we put substantial effort into scaling up pretraining. Specifically, we have developed a series of detailed scaling laws for downstream benchmark evaluations. These scaling laws enable us to select an optimal data mix and to make informed decisions on how to best use our training compute. Importantly, scaling laws allow us to predict the performance of our largest models on key tasks (for example, code generation as evaluated on the HumanEval benchmark—see above) before we actually train the models. This helps us ensure strong performance of our final models across a variety of use cases and capabilities.

We made several new observations on scaling behavior during the development of Llama 3. For example, while the Chinchilla-optimal amount of training compute for an 8B parameter model corresponds to ~200B tokens, we found that model performance continues to improve even after the model is trained on two orders of magnitude more data. Both our 8B and 70B parameter models continued to improve log-linearly after we trained them on up to 15T tokens. Larger models can match the performance of these smaller models with less training compute, but smaller models are generally preferred because they are much more efficient during inference.

To train our largest Llama 3 models, we combined three types of parallelization: data parallelization, model parallelization, and pipeline parallelization. Our most efficient implementation achieves a compute utilization of over 400 TFLOPS per GPU when trained on 16K GPUs simultaneously. We performed training runs on two custom-built 24K GPU clusters . To maximize GPU uptime, we developed an advanced new training stack that automates error detection, handling, and maintenance. We also greatly improved our hardware reliability and detection mechanisms for silent data corruption, and we developed new scalable storage systems that reduce overheads of checkpointing and rollback. Those improvements resulted in an overall effective training time of more than 95%. Combined, these improvements increased the efficiency of Llama 3 training by ~three times compared to Llama 2.

Instruction fine-tuning

To fully unlock the potential of our pretrained models in chat use cases, we innovated on our approach to instruction-tuning as well. Our approach to post-training is a combination of supervised fine-tuning (SFT), rejection sampling, proximal policy optimization (PPO), and direct preference optimization (DPO). The quality of the prompts that are used in SFT and the preference rankings that are used in PPO and DPO has an outsized influence on the performance of aligned models. Some of our biggest improvements in model quality came from carefully curating this data and performing multiple rounds of quality assurance on annotations provided by human annotators.

Learning from preference rankings via PPO and DPO also greatly improved the performance of Llama 3 on reasoning and coding tasks. We found that if you ask a model a reasoning question that it struggles to answer, the model will sometimes produce the right reasoning trace: The model knows how to produce the right answer, but it does not know how to select it. Training on preference rankings enables the model to learn how to select it.

Building with Llama 3

Our vision is to enable developers to customize Llama 3 to support relevant use cases and to make it easier to adopt best practices and improve the open ecosystem. With this release, we’re providing new trust and safety tools including updated components with both Llama Guard 2 and Cybersec Eval 2, and the introduction of Code Shield—an inference time guardrail for filtering insecure code produced by LLMs.

We’ve also co-developed Llama 3 with torchtune , the new PyTorch-native library for easily authoring, fine-tuning, and experimenting with LLMs. torchtune provides memory efficient and hackable training recipes written entirely in PyTorch. The library is integrated with popular platforms such as Hugging Face, Weights & Biases, and EleutherAI and even supports Executorch for enabling efficient inference to be run on a wide variety of mobile and edge devices. For everything from prompt engineering to using Llama 3 with LangChain we have a comprehensive getting started guide and takes you from downloading Llama 3 all the way to deployment at scale within your generative AI application.

A system-level approach to responsibility

We have designed Llama 3 models to be maximally helpful while ensuring an industry leading approach to responsibly deploying them. To achieve this, we have adopted a new, system-level approach to the responsible development and deployment of Llama. We envision Llama models as part of a broader system that puts the developer in the driver’s seat. Llama models will serve as a foundational piece of a system that developers design with their unique end goals in mind.

Instruction fine-tuning also plays a major role in ensuring the safety of our models. Our instruction-fine-tuned models have been red-teamed (tested) for safety through internal and external efforts. ​​Our red teaming approach leverages human experts and automation methods to generate adversarial prompts that try to elicit problematic responses. For instance, we apply comprehensive testing to assess risks of misuse related to Chemical, Biological, Cyber Security, and other risk areas. All of these efforts are iterative and used to inform safety fine-tuning of the models being released. You can read more about our efforts in the model card .

Llama Guard models are meant to be a foundation for prompt and response safety and can easily be fine-tuned to create a new taxonomy depending on application needs. As a starting point, the new Llama Guard 2 uses the recently announced MLCommons taxonomy, in an effort to support the emergence of industry standards in this important area. Additionally, CyberSecEval 2 expands on its predecessor by adding measures of an LLM’s propensity to allow for abuse of its code interpreter, offensive cybersecurity capabilities, and susceptibility to prompt injection attacks (learn more in our technical paper ). Finally, we’re introducing Code Shield which adds support for inference-time filtering of insecure code produced by LLMs. This offers mitigation of risks around insecure code suggestions, code interpreter abuse prevention, and secure command execution.

With the speed at which the generative AI space is moving, we believe an open approach is an important way to bring the ecosystem together and mitigate these potential harms. As part of that, we’re updating our Responsible Use Guide (RUG) that provides a comprehensive guide to responsible development with LLMs. As we outlined in the RUG, we recommend that all inputs and outputs be checked and filtered in accordance with content guidelines appropriate to the application. Additionally, many cloud service providers offer content moderation APIs and other tools for responsible deployment, and we encourage developers to also consider using these options.

Deploying Llama 3 at scale

Llama 3 will soon be available on all major platforms including cloud providers, model API providers, and much more. Llama 3 will be everywhere .

Our benchmarks show the tokenizer offers improved token efficiency, yielding up to 15% fewer tokens compared to Llama 2. Also, Group Query Attention (GQA) now has been added to Llama 3 8B as well. As a result, we observed that despite the model having 1B more parameters compared to Llama 2 7B, the improved tokenizer efficiency and GQA contribute to maintaining the inference efficiency on par with Llama 2 7B.

For examples of how to leverage all of these capabilities, check out Llama Recipes which contains all of our open source code that can be leveraged for everything from fine-tuning to deployment to model evaluation.

What’s next for Llama 3?

The Llama 3 8B and 70B models mark the beginning of what we plan to release for Llama 3. And there’s a lot more to come.

Our largest models are over 400B parameters and, while these models are still training, our team is excited about how they’re trending. Over the coming months, we’ll release multiple models with new capabilities including multimodality, the ability to converse in multiple languages, a much longer context window, and stronger overall capabilities. We will also publish a detailed research paper once we are done training Llama 3.

To give you a sneak preview for where these models are today as they continue training, we thought we could share some snapshots of how our largest LLM model is trending. Please note that this data is based on an early checkpoint of Llama 3 that is still training and these capabilities are not supported as part of the models released today.

We’re committed to the continued growth and development of an open AI ecosystem for releasing our models responsibly. We have long believed that openness leads to better, safer products, faster innovation, and a healthier overall market. This is good for Meta, and it is good for society. We’re taking a community-first approach with Llama 3, and starting today, these models are available on the leading cloud, hosting, and hardware platforms with many more to come.

Try Meta Llama 3 today

We’ve integrated our latest models into Meta AI, which we believe is the world’s leading AI assistant. It’s now built with Llama 3 technology and it’s available in more countries across our apps.

You can use Meta AI on Facebook, Instagram, WhatsApp, Messenger, and the web to get things done, learn, create, and connect with the things that matter to you. You can read more about the Meta AI experience here .

Visit the Llama 3 website to download the models and reference the Getting Started Guide for the latest list of all available platforms.

You’ll also soon be able to test multimodal Meta AI on our Ray-Ban Meta smart glasses.

As always, we look forward to seeing all the amazing products and experiences you will build with Meta Llama 3.

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