Typically, an essay has five paragraphs: an introduction, a conclusion, and three body paragraphs. However, there is no set rule about the number of paragraphs in an essay.
The number of paragraphs can vary depending on the type and scope of your essay. An expository or argumentative essay may require more body paragraphs to include all the necessary information, whereas a narrative essay may need fewer.
To enhance the coherence and readability of your essay, it’s important to follow certain rules regarding the structure. Take a look:
1. Arrange your information from the most simple to the most complex bits. You can start the body paragraph off with a general statement and then move on to specifics.
2. Provide the necessary background information at the beginning of your essay to give the reader the context behind your thesis statement.
3. Select topic statements that provide value, more information, or evidence for your thesis statement.
There are also various essay structures , such as the compare and contrast structure, chronological structure, problem method solution structure, and signposting structure that you can follow to create an organized and impactful essay.
An impactful, well-structured essay comes down to three important parts: the introduction, body, and conclusion.
1. The introduction sets the stage for your essay and is typically a paragraph long. It should grab the reader’s attention and give them a clear idea of what your essay will be about.
2. The body is where you dive deeper into your topic and present your arguments and evidence. It usually consists of two paragraphs, but this can vary depending on the type of essay you’re writing.
3. The conclusion brings your essay to a close and is typically one paragraph long. It should summarize the main points of the essay and leave the reader with something to think about.
The length of your paragraphs can vary depending on the type of essay you’re writing. So, make sure you take the time to plan out your essay structure so each section flows smoothly into the next.
When it comes to writing an essay, the introduction is a critical component that sets the tone for the entire piece. A well-crafted introduction not only grabs the reader’s attention but also provides them with a clear understanding of what the essay is all about. An essay editor can help you achieve this, but it’s best to know the brief yourself!
Let’s take a look at how to write an attractive and informative introductory paragraph.
1. Construct an attractive hook
To grab the reader’s attention, an opening statement or hook is crucial. This can be achieved by incorporating a surprising statistic, a shocking fact, or an interesting anecdote into the beginning of your piece.
For example, if you’re writing an essay about water conservation you can begin your essay with, “Clean drinking water, a fundamental human need, remains out of reach for more than one billion people worldwide. It deprives them of a basic human right and jeopardizes their health and wellbeing.”
2. Provide sufficient context or background information
An effective introduction should begin with a brief description or background of your topic. This will help provide context and set the stage for your discussion.
For example, if you’re writing an essay about climate change, you start by describing the current state of the planet and the impact that human activity is having on it.
3. Construct a well-rounded and comprehensive thesis statement
A good introduction should also include the main message or thesis statement of your essay. This is the central argument that you’ll be making throughout the piece. It should be clear, concise, and ideally placed toward the end of the introduction.
By including these elements in your introduction, you’ll be setting yourself up for success in the rest of your essay.
Let’s take a look at an example.
The Wright Brothers’ invention of the airplane in 1903 revolutionized the way humans travel and explore the world. Prior to this invention, transportation relied on trains, boats, and cars, which limited the distance and speed of travel. However, the airplane made air travel a reality, allowing people to reach far-off destinations in mere hours. This breakthrough paved the way for modern-day air travel, transforming the world into a smaller, more connected place. In this essay, we will explore the impact of the Wright Brothers’ invention on modern-day travel, including the growth of the aviation industry, increased accessibility of air travel to the general public, and the economic and cultural benefits of air travel.
You can persuade your readers and make your thesis statement compelling by providing evidence, examples, and logical reasoning. To write a fool-proof and authoritative essay, you need to provide multiple well-structured, substantial arguments.
Let’s take a look at how this can be done:
1. Write a topic sentence for each paragraph
The beginning of each of your body paragraphs should contain the main arguments that you’d like to address. They should provide ground for your thesis statement and make it well-rounded. You can arrange these arguments in several formats depending on the type of essay you’re writing.
2. Provide the supporting information
The next point of your body paragraph should provide supporting information to back up your main argument. Depending on the type of essay, you can elaborate on your main argument with the help of relevant statistics, key information, examples, or even personal anecdotes.
3. Analyze the supporting information
After providing relevant details and supporting information, it is important to analyze it and link it back to your main argument.
End one body paragraph with a smooth transition to the next. There are many ways in which this can be done, but the most common way is to give a gist of your main argument along with the supporting information with transitory words such as “however” “in addition to” “therefore”.
Here’s an example of a body paragraph.
The Wright Brothers’ invention of the airplane revolutionized air travel. They achieved the first-ever successful powered flight with the Wright Flyer in 1903, after years of conducting experiments and studying flight principles. Despite their first flight lasting only 12 seconds, it was a significant milestone that paved the way for modern aviation. The Wright Brothers’ success can be attributed to their systematic approach to problem-solving, which included numerous experiments with gliders, the development of a wind tunnel to test their designs, and meticulous analysis and recording of their results. Their dedication and ingenuity forever changed the way we travel, making modern aviation possible.
A powerful concluding statement separates a good essay from a brilliant one. To create a powerful conclusion, you need to start with a strong foundation.
Let’s take a look at how to construct an impactful concluding statement.
1. Restructure your thesis statement
To conclude your essay effectively, don’t just restate your thesis statement. Instead, use what you’ve learned throughout your essay and modify your thesis statement accordingly. This will help you create a conclusion that ties together all of the arguments you’ve presented.
2. Summarize the main points of your essay
The next point of your conclusion consists of a summary of the main arguments of your essay. It is crucial to effectively summarize the gist of your essay into one, well-structured paragraph.
3. Create a lasting impression with your concluding statement
Conclude your essay by including a key takeaway, or a powerful statement that creates a lasting impression on the reader. This can include the broader implications or consequences of your essay topic.
Here’s an example of a concluding paragraph.
The Wright Brothers’ invention of the airplane forever changed history by paving the way for modern aviation and countless aerospace advancements. Their persistence, innovation, and dedication to problem-solving led to the first successful powered flight in 1903, sparking a revolution in transportation that transformed the world. Today, air travel remains an integral part of our globalized society, highlighting the undeniable impact of the Wright Brothers’ contribution to human civilization.
Most essays are derived from the combination or variation of these four main types of essays . let’s take a closer look at these types.
1. Narrative essay
A narrative essay is a type of writing that involves telling a story, often based on personal experiences. It is a form of creative nonfiction that allows you to use storytelling techniques to convey a message or a theme.
2. Descriptive essay
A descriptive essay aims to provide an immersive experience for the reader by using sensory descriptors. Unlike a narrative essay, which tells a story, a descriptive essay has a narrower scope and focuses on one particular aspect of a story.
3. Argumentative essays
An argumentative essay is a type of essay that aims to persuade the reader to adopt a particular stance based on factual evidence and is one of the most common forms of college essays.
4. Expository essays
An expository essay is a common format used in school and college exams to assess your understanding of a specific topic. The purpose of an expository essay is to present and explore a topic thoroughly without taking any particular stance or expressing personal opinions.
While this article demonstrates what is an essay and describes its types, you may also have other doubts. As experts who provide essay editing and proofreading services , we’re here to help.
Our team has created a list of resources to clarify any doubts about writing essays. Keep reading to write engaging and well-organized essays!
What is the difference between an argumentative and an expository essay, what is the difference between a narrative and a descriptive essay, what is an essay format, what is the meaning of essay, what is the purpose of writing an essay.
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Has it ever occurred to you that over the span of a solitary academic term, a typical university student can produce sufficient words to compose an entire 500-page novel? To provide context, this equates to approximately 125,000 to 150,000 words, encompassing essays, research papers, and various written tasks. This content volume is truly remarkable, emphasizing the importance of honing the skill of crafting scholarly essays. Whether you're a seasoned academic or embarking on the initial stages of your educational expedition, grasping the nuances of constructing a meticulously organized and thoroughly researched essay is paramount.
Welcome to our guide on writing an academic essay! Whether you're a seasoned student or just starting your academic journey, the prospect of written homework can be exciting and overwhelming. In this guide, we'll break down the process step by step, offering tips, strategies, and examples to help you navigate the complexities of scholarly writing. By the end, you'll have the tools and confidence to tackle any essay assignment with ease. Let's dive in!
The process of writing an essay usually encompasses various types of papers, each serving distinct purposes and adhering to specific conventions. Here are some common types of academic writing:
Our essay writer service can cater to all types of academic writings that you might encounter on your educational path. Use it to gain the upper hand in school or college and save precious free time.
The process of how to write an academic essay involves a series of important steps. To start, you'll want to do some pre-writing, where you brainstorm essay topics , gather information, and get a good grasp of your topic. This lays the groundwork for your essay.
Once you have a clear understanding, it's time to draft your essay. Begin with an introduction that grabs the reader's attention, gives some context, and states your main argument or thesis. The body of your essay follows, where each paragraph focuses on a specific point supported by examples or evidence. Make sure your ideas flow smoothly from one paragraph to the next, creating a coherent and engaging narrative.
After the drafting phase, take time to revise and refine your essay. Check for clarity, coherence, and consistency. Ensure your ideas are well-organized and that your writing effectively communicates your message. Finally, wrap up your essay with a strong conclusion that summarizes your main points and leaves a lasting impression on the reader.
Before you start writing an academic essay, there are a few things to sort out. First, make sure you totally get what the assignment is asking for. Break down the instructions and note any specific rules from your teacher. This sets the groundwork.
Then, do some good research. Check out books, articles, or trustworthy websites to gather solid info about your topic. Knowing your stuff makes your essay way stronger. Take a bit of time to brainstorm ideas and sketch out an outline. It helps you organize your thoughts and plan how your essay will flow. Think about the main points you want to get across.
Lastly, be super clear about your main argument or thesis. This is like the main point of your essay, so make it strong. Considering who's going to read your essay is also smart. Use language and tone that suits your academic audience. By ticking off these steps, you'll be in great shape to tackle your essay with confidence.
In academic essays, examples act like guiding stars, showing the way to excellence. Let's check out some good examples to help you on your journey to doing well in your studies.
The academic essay format typically follows a structured approach to convey ideas and arguments effectively. Here's an academic essay format example with a breakdown of the key elements:
Introduction
Body Paragraphs
Counterargument (if applicable)
Conclusion:
References/Bibliography
Adhering to this structure helps create a well-organized and coherent academic essay that effectively communicates your ideas and arguments.
Let us take you on an essay-writing adventure where brilliance knows no bounds!
Start with an introduction.
The introduction of an essay serves as the reader's initial encounter with the topic, setting the tone for the entire piece. It aims to capture attention, generate interest, and establish a clear pathway for the reader to follow. A well-crafted introduction provides a brief overview of the subject matter, hinting at the forthcoming discussion, and compels the reader to delve further into the essay. Consult our detailed guide on how to write an essay introduction for extra details.
Engaging the reader within the introduction is crucial for sustaining interest throughout the essay. This involves incorporating an engaging hook, such as a thought-provoking question, a compelling anecdote, or a relevant quote. By presenting an intriguing opening, the writer can entice the reader to continue exploring the essay, fostering a sense of curiosity and investment in the upcoming content. To learn more about how to write a hook for an essay , please consult our guide,
In essay writing, providing context for the chosen topic is essential to ensure that readers, regardless of their prior knowledge, can comprehend the subject matter. This involves offering background information, defining key terms, and establishing the broader context within which the essay unfolds. Contextualization sets the stage, enabling readers to grasp the significance of the topic and its relevance within a particular framework. If you buy a dissertation or essay, or any other type of academic writing, our writers will produce an introduction that follows all the mentioned quality criteria.
The thesis statement is the central anchor of the essay, encapsulating its main argument or purpose. It typically appears towards the end of the introduction, providing a concise and clear declaration of the writer's stance on the chosen topic. A strong thesis guides the reader on what to expect, serving as a roadmap for the essay's subsequent development.
Clearly outlining the structure of the essay in the introduction provides readers with a roadmap for navigating the content. This involves briefly highlighting the main points or arguments that will be explored in the body paragraphs. By offering a structural overview, the writer enhances the essay's coherence, making it easier for the reader to follow the logical progression of ideas and supporting evidence throughout the text.
The main body is the most important aspect of how to write an academic essay where the in-depth exploration and development of the chosen topic occur. Each paragraph within this section should focus on a specific aspect of the argument or present supporting evidence. It is essential to maintain a logical flow between paragraphs, using clear transitions to guide the reader seamlessly from one point to the next. The main body is an opportunity to delve into the nuances of the topic, providing thorough analysis and interpretation to substantiate the thesis statement.
Determining the appropriate length for an essay is a critical aspect of effective communication. The length should align with the depth and complexity of the chosen topic, ensuring that the essay adequately explores key points without unnecessary repetition or omission of essential information. Striking a balance is key – a well-developed essay neither overextends nor underrepresents the subject matter. Adhering to any specified word count or page limit set by the assignment guidelines is crucial to meet academic requirements while maintaining clarity and coherence.
In academic essay writing, thought-provoking paragraphs form the backbone of the main body, each contributing to the overall argument or analysis. Each paragraph should begin with a clear topic sentence that encapsulates the main point, followed by supporting evidence or examples. Thoroughly analyzing the evidence and providing insightful commentary demonstrates the depth of understanding and contributes to the overall persuasiveness of the essay. Cohesion between paragraphs is crucial, achieved through effective transitions that ensure a smooth and logical progression of ideas, enhancing the overall readability and impact of the essay.
The conclusion serves as the essay's final impression, providing closure and reinforcing the key insights. It involves restating the thesis without introducing new information, summarizing the main points addressed in the body, and offering a compelling closing thought. The goal is to leave a lasting impact on the reader, emphasizing the significance of the discussed topic and the validity of the thesis statement. A well-crafted conclusion brings the essay full circle, leaving the reader with a sense of resolution and understanding. Have you already seen our collection of new persuasive essay topics ? If not, we suggest you do it right after finishing this article to boost your creativity!
After completing the essay, a critical step is meticulous proofreading and editing. This process involves reviewing the document for grammatical errors, spelling mistakes, and punctuation issues. Additionally, assess the overall coherence and flow of ideas, ensuring that each paragraph contributes effectively to the essay's purpose. Consider the clarity of expression, the appropriateness of language, and the overall organization of the content. Taking the time to proofread and edit enhances the overall quality of the essay, presenting a polished and professional piece of writing. It is advisable to seek feedback from peers or instructors to gain additional perspectives on the essay's strengths and areas for improvement. For more insightful tips, feel free to check out our guide on how to write a descriptive essay .
Alright, let's wrap it up. Knowing how to write academic essays is a big deal. It's not just about passing assignments – it's a skill that sets you up for effective communication and deep thinking. These essays teach us to explain our ideas clearly, build strong arguments, and be part of important conversations, both in school and out in the real world. Whether you're studying or working, being able to put your thoughts into words is super valuable. So, take the time to master this skill – it's a game-changer!
Our expert pens are poised, and your academic adventure awaits!
How to write an academic essay, how to write a good academic essay.
Daniel Parker
is a seasoned educational writer focusing on scholarship guidance, research papers, and various forms of academic essays including reflective and narrative essays. His expertise also extends to detailed case studies. A scholar with a background in English Literature and Education, Daniel’s work on EssayPro blog aims to support students in achieving academic excellence and securing scholarships. His hobbies include reading classic literature and participating in academic forums.
is an expert in nursing and healthcare, with a strong background in history, law, and literature. Holding advanced degrees in nursing and public health, his analytical approach and comprehensive knowledge help students navigate complex topics. On EssayPro blog, Adam provides insightful articles on everything from historical analysis to the intricacies of healthcare policies. In his downtime, he enjoys historical documentaries and volunteering at local clinics.
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An effective introductory paragraph both informs and motivates. It lets readers know what your essay is about and it encourages them to keep reading.
There are countless ways to begin an essay effectively. As a start, here are 13 introductory strategies accompanied by examples from a wide range of professional writers.
But avoid making your thesis a bald announcement, such as "This essay is about...".
"It is time, at last, to speak the truth about Thanksgiving, and the truth is this. Thanksgiving is really not such a terrific holiday...." (Michael J. Arlen, "Ode to Thanksgiving." The Camera Age: Essays on Television . Penguin, 1982)
Follow up the question with an answer, or an invitation for your readers to answer the question.
"What is the charm of necklaces? Why would anyone put something extra around their neck and then invest it with special significance? A necklace doesn't afford warmth in cold weather, like a scarf, or protection in combat, like chain mail; it only decorates. We might say, it borrows meaning from what it surrounds and sets off, the head with its supremely important material contents, and the face, that register of the soul. When photographers discuss the way in which a photograph reduces the reality it represents, they mention not only the passage from three dimensions to two, but also the selection of a point de vue that favors the top of the body rather than the bottom, and the front rather than the back. The face is the jewel in the crown of the body, and so we give it a setting." (Emily R. Grosholz, "On Necklaces." Prairie Schooner , Summer 2007)
" The peregrine falcon was brought back from the brink of extinction by a ban on DDT, but also by a peregrine falcon mating hat invented by an ornithologist at Cornell University. If you cannot buy this, Google it. Female falcons had grown dangerously scarce. A few wistful males nevertheless maintained a sort of sexual loitering ground. The hat was imagined, constructed, and then forthrightly worn by the ornithologist as he patrolled this loitering ground, singing, Chee-up! Chee-up! and bowing like an overpolite Japanese Buddhist trying to tell somebody goodbye...." (David James Duncan, "Cherish This Ecstasy." The Sun , July 2008)
"I've finally figured out the difference between neat people and sloppy people. The distinction is, as always, moral. Neat people are lazier and meaner than sloppy people." (Suzanne Britt Jordan, "Neat People vs. Sloppy People." Show and Tell . Morning Owl Press, 1983)
"It was in Burma, a sodden morning of the rains. A sickly light, like yellow tinfoil, was slanting over the high walls into the jail yard. We were waiting outside the condemned cells, a row of sheds fronted with double bars, like small animal cages. Each cell measured about ten feet by ten and was quite bare within except for a plank bed and a pot of drinking water. In some of them brown silent men were squatting at the inner bars, with their blankets draped round them. These were the condemned men, due to be hanged within the next week or two." (George Orwell, "A Hanging," 1931)
"One October afternoon three years ago while I was visiting my parents, my mother made a request I dreaded and longed to fulfill. She had just poured me a cup of Earl Grey from her Japanese iron teapot, shaped like a little pumpkin; outside, two cardinals splashed in the birdbath in the weak Connecticut sunlight. Her white hair was gathered at the nape of her neck, and her voice was low. “Please help me get Jeff’s pacemaker turned off,” she said, using my father’s first name. I nodded, and my heart knocked." (Katy Butler, "What Broke My Father's Heart." The New York Times Magazine , June 18, 2010)
The narrative strategy of delay allows you to put off identifying your subject just long enough to pique your readers' interest without frustrating them.
"They woof. Though I have photographed them before, I have never heard them speak, for they are mostly silent birds. Lacking a syrinx, the avian equivalent of the human larynx, they are incapable of song. According to field guides the only sounds they make are grunts and hisses, though the Hawk Conservancy in the United Kingdom reports that adults may utter a croaking coo and that young black vultures, when annoyed, emit a kind of immature snarl...." (Lee Zacharias, "Buzzards." Southern Humanities Review , 2007)
An effective method of beginning an essay is to use historical present tense to relate an incident from the past as if it were happening now.
"Ben and I are sitting side by side in the very back of his mother’s station wagon. We face glowing white headlights of cars following us, our sneakers pressed against the back hatch door. This is our joy—his and mine—to sit turned away from our moms and dads in this place that feels like a secret, as though they are not even in the car with us. They have just taken us out to dinner, and now we are driving home. Years from this evening, I won’t actually be sure that this boy sitting beside me is named Ben. But that doesn’t matter tonight. What I know for certain right now is that I love him, and I need to tell him this fact before we return to our separate houses, next door to each other. We are both five." (Ryan Van Meter, "First." The Gettysburg Review , Winter 2008)
"I like to take my time when I pronounce someone dead. The bare-minimum requirement is one minute with a stethoscope pressed to someone’s chest, listening for a sound that is not there; with my fingers bearing down on the side of someone’s neck, feeling for an absent pulse; with a flashlight beamed into someone’s fixed and dilated pupils, waiting for the constriction that will not come. If I’m in a hurry, I can do all of these in sixty seconds, but when I have the time, I like to take a minute with each task." (Jane Churchon, "The Dead Book." The Sun , February 2009)
"I spy on my patients. Ought not a doctor to observe his patients by any means and from any stance, that he might the more fully assemble evidence? So I stand in doorways of hospital rooms and gaze. Oh, it is not all that furtive an act. Those in bed need only look up to discover me. But they never do." ( Richard Selzer , "The Discus Thrower." Confessions of a Knife . Simon & Schuster, 1979)
You can use a riddle , joke, or humorous quotation to reveal something about your subject.
" Q: What did Eve say to Adam on being expelled from the Garden of Eden? A: 'I think we're in a time of transition.' The irony of this joke is not lost as we begin a new century and anxieties about social change seem rife. The implication of this message, covering the first of many periods of transition, is that change is normal; there is, in fact, no era or society in which change is not a permanent feature of the social landscape...." (Betty G. Farrell, Family: The Making of an Idea, an Institution, and a Controversy in American Culture . Westview Press, 1999)
"As a child, I was made to look out the window of a moving car and appreciate the beautiful scenery, with the result that now I don't care much for nature. I prefer parks, ones with radios going chuckawaka chuckawaka and the delicious whiff of bratwurst and cigarette smoke." (Garrison Keillor, "Walking Down The Canyon." Time , July 31, 2000)
A compelling essay can begin with a contrast between a common misconception and the opposing truth.
"They aren’t what most people think they are. Human eyes, touted as ethereal objects by poets and novelists throughout history, are nothing more than white spheres, somewhat larger than your average marble, covered by a leather-like tissue known as sclera and filled with nature’s facsimile of Jell-O. Your beloved’s eyes may pierce your heart, but in all likelihood they closely resemble the eyes of every other person on the planet. At least I hope they do, for otherwise he or she suffers from severe myopia (near-sightedness), hyperopia (far-sightedness), or worse...." (John Gamel, "The Elegant Eye." Alaska Quarterly Review , 2009)
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Daniel Ellsberg was so moved by Mr. Kehler’s opposition to the Vietnam War that he decided to leak documents that changed the course of the conflict.
By Clay Risen
Randy Kehler, a peace activist whose opposition to the Vietnam War so moved Daniel Ellsberg that he decided to leak the Pentagon Papers, the set of top-secret documents whose exposure changed the course of the war, died on July 21 at his home in Shelburne Falls, Mass. He was 80.
His wife, Betsy Corner, said the cause was myalgic encephalomyelitis, also known as chronic fatigue syndrome .
Mr. Kehler’s pivotal encounter with Mr. Ellsberg, a defense analyst, at an antiwar conference in 1969 was just one episode in a life defined by determined opposition to America’s military machinery.
By 1969 he had already been to prison for blocking access to an Army induction center in Oakland, Calif., and was preparing to go back, this time for returning his draft card to the Selective Service.
During the late 1970s, Mr. Kehler (pronounced KEE-ler) helped organize a nationwide campaign for a moratorium on nuclear-weapon production, which some observers claim had a significant influence on the Reagan administration’s push for arms reduction talks with the Soviet Union.
And in 1989, after he and his wife refused to pay federal taxes for years in protest against military spending, Mr. Kehler was back in the news — and back in jail — when the Internal Revenue Service seized their home and he refused a judge’s order to vacate.
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This paper documents several facts about graduate program graduation rates using administrative data covering public and nonprofit graduate students in Texas. Despite conventional wisdom that most graduate students complete their programs, only 58 percent of who started their program in 2004 graduated within 6 years. Between the 2004 and 2013 entering cohorts, graduate student completion rates grew by 10 percentage points. Graduation rates vary widely by field of study--ranging from an average of 81 percent for law programs to 53 percent for education programs. We also find large differences in graduation rates across institutions. On average, 72 percent of students who entered programs in flagship public universities graduated in 6 years compared to only 57 percent of those who entered programs in non-research intensive (non-R1) institutions. Graduate students who do not complete may face negative consequences due to lower average earnings and substantial levels of student debt.
The conclusions of this research do not necessarily reflect the opinion or official position of the Texas Higher Education Coordinating Board, the Texas Workforce Commission, the State of Texas, or the National Bureau of Economic Research. This work was generously funded by Arnold Ventures.
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Communications Chairs 2023 2023 Conference awards , neurips2023
By Amir Globerson, Kate Saenko, Moritz Hardt, Sergey Levine and Comms Chair, Sahra Ghalebikesabi
We are honored to announce the award-winning papers for NeurIPS 2023! This year’s prestigious awards consist of the Test of Time Award plus two Outstanding Paper Awards in each of these three categories:
This year’s organizers received a record number of paper submissions. Of the 13,300 submitted papers that were reviewed by 968 Area Chairs, 98 senior area chairs, and 396 Ethics reviewers 3,540 were accepted after 502 papers were flagged for ethics reviews .
We thank the awards committee for the main track: Yoav Artzi, Chelsea Finn, Ludwig Schmidt, Ricardo Silva, Isabel Valera, and Mengdi Wang. For the Datasets and Benchmarks track, we thank Sergio Escalera, Isabelle Guyon, Neil Lawrence, Dina Machuve, Olga Russakovsky, Hugo Jair Escalante, Deepti Ghadiyaram, and Serena Yeung. Conflicts of interest were taken into account in the decision process.
Congratulations to all the authors! See Posters Sessions Tue-Thur in Great Hall & B1-B2 (level 1).
Privacy Auditing with One (1) Training Run Authors: Thomas Steinke · Milad Nasr · Matthew Jagielski
Poster session 2: Tue 12 Dec 5:15 p.m. — 7:15 p.m. CST, #1523
Oral: Tue 12 Dec 3:40 p.m. — 4:40 p.m. CST, Room R06-R09 (level 2)
Abstract: We propose a scheme for auditing differentially private machine learning systems with a single training run. This exploits the parallelism of being able to add or remove multiple training examples independently. We analyze this using the connection between differential privacy and statistical generalization, which avoids the cost of group privacy. Our auditing scheme requires minimal assumptions about the algorithm and can be applied in the black-box or white-box setting. We demonstrate the effectiveness of our framework by applying it to DP-SGD, where we can achieve meaningful empirical privacy lower bounds by training only one model. In contrast, standard methods would require training hundreds of models.
Are Emergent Abilities of Large Language Models a Mirage? Authors: Rylan Schaeffer · Brando Miranda · Sanmi Koyejo
Poster session 6: Thu 14 Dec 5:00 p.m. — 7:00 p.m. CST, #1108
Oral: Thu 14 Dec 3:20 p.m. — 3:35 p.m. CST, Hall C2 (level 1)
Abstract: Recent work claims that large language models display emergent abilities, abilities not present in smaller-scale models that are present in larger-scale models. What makes emergent abilities intriguing is two-fold: their sharpness, transitioning seemingly instantaneously from not present to present, and their unpredictability , appearing at seemingly unforeseeable model scales. Here, we present an alternative explanation for emergent abilities: that for a particular task and model family, when analyzing fixed model outputs, emergent abilities appear due to the researcher’s choice of metric rather than due to fundamental changes in model behavior with scale. Specifically, nonlinear or discontinuous metrics produce apparent emergent abilities, whereas linear or continuous metrics produce smooth, continuous, predictable changes in model performance. We present our alternative explanation in a simple mathematical model, then test it in three complementary ways: we (1) make, test and confirm three predictions on the effect of metric choice using the InstructGPT/GPT-3 family on tasks with claimed emergent abilities, (2) make, test and confirm two predictions about metric choices in a meta-analysis of emergent abilities on BIG-Bench; and (3) show how to choose metrics to produce never-before-seen seemingly emergent abilities in multiple vision tasks across diverse deep networks. Via all three analyses, we provide evidence that alleged emergent abilities evaporate with different metrics or with better statistics, and may not be a fundamental property of scaling AI models.
Scaling Data-Constrained Language Models Authors : Niklas Muennighoff · Alexander Rush · Boaz Barak · Teven Le Scao · Nouamane Tazi · Aleksandra Piktus · Sampo Pyysalo · Thomas Wolf · Colin Raffel
Poster session 2: Tue 12 Dec 5:15 p.m. — 7:15 p.m. CST, #813
Oral: Tue 12 Dec 3:40 p.m. — 4:40 p.m. CST, Hall C2 (level 1)
Abstract : The current trend of scaling language models involves increasing both parameter count and training dataset size. Extrapolating this trend suggests that training dataset size may soon be limited by the amount of text data available on the internet. Motivated by this limit, we investigate scaling language models in data-constrained regimes. Specifically, we run a large set of experiments varying the extent of data repetition and compute budget, ranging up to 900 billion training tokens and 9 billion parameter models. We find that with constrained data for a fixed compute budget, training with up to 4 epochs of repeated data yields negligible changes to loss compared to having unique data. However, with more repetition, the value of adding compute eventually decays to zero. We propose and empirically validate a scaling law for compute optimality that accounts for the decreasing value of repeated tokens and excess parameters. Finally, we experiment with approaches mitigating data scarcity, including augmenting the training dataset with code data or removing commonly used filters. Models and datasets from our 400 training runs are freely available at https://github.com/huggingface/datablations .
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Authors: Rafael Rafailov · Archit Sharma · Eric Mitchell · Christopher D Manning · Stefano Ermon · Chelsea Finn
Poster session 6: Thu 14 Dec 5:00 p.m. — 7:00 p.m. CST, #625
Oral: Thu 14 Dec 3:50 p.m. — 4:05 p.m. CST, Ballroom A-C (level 2)
Abstract: While large-scale unsupervised language models (LMs) learn broad world knowledge and some reasoning skills, achieving precise control of their behavior is difficult due to the completely unsupervised nature of their training. Existing methods for gaining such steerability collect human labels of the relative quality of model generations and fine-tune the unsupervised LM to align with these preferences, often with reinforcement learning from human feedback (RLHF). However, RLHF is a complex and often unstable procedure, first fitting a reward model that reflects the human preferences, and then fine-tuning the large unsupervised LM using reinforcement learning to maximize this estimated reward without drifting too far from the original model. In this paper, we leverage a mapping between reward functions and optimal policies to show that this constrained reward maximization problem can be optimized exactly with a single stage of policy training, essentially solving a classification problem on the human preference data. The resulting algorithm, which we call Direct Preference Optimization (DPO), is stable, performant, and computationally lightweight, eliminating the need for fitting a reward model, sampling from the LM during fine-tuning, or performing significant hyperparameter tuning. Our experiments show that DPO can fine-tune LMs to align with human preferences as well as or better than existing methods. Notably, fine-tuning with DPO exceeds RLHF’s ability to control sentiment of generations and improves response quality in summarization and single-turn dialogue while being substantially simpler to implement and train.
In the dataset category :
ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation
Authors: Sungduk Yu · Walter Hannah · Liran Peng · Jerry Lin · Mohamed Aziz Bhouri · Ritwik Gupta · Björn Lütjens · Justus C. Will · Gunnar Behrens · Julius Busecke · Nora Loose · Charles Stern · Tom Beucler · Bryce Harrop · Benjamin Hillman · Andrea Jenney · Savannah L. Ferretti · Nana Liu · Animashree Anandkumar · Noah Brenowitz · Veronika Eyring · Nicholas Geneva · Pierre Gentine · Stephan Mandt · Jaideep Pathak · Akshay Subramaniam · Carl Vondrick · Rose Yu · Laure Zanna · Tian Zheng · Ryan Abernathey · Fiaz Ahmed · David Bader · Pierre Baldi · Elizabeth Barnes · Christopher Bretherton · Peter Caldwell · Wayne Chuang · Yilun Han · YU HUANG · Fernando Iglesias-Suarez · Sanket Jantre · Karthik Kashinath · Marat Khairoutdinov · Thorsten Kurth · Nicholas Lutsko · Po-Lun Ma · Griffin Mooers · J. David Neelin · David Randall · Sara Shamekh · Mark Taylor · Nathan Urban · Janni Yuval · Guang Zhang · Mike Pritchard
Poster session 4: Wed 13 Dec 5:00 p.m. — 7:00 p.m. CST, #105
Oral: Wed 13 Dec 3:45 p.m. — 4:00 p.m. CST, Ballroom A-C (level 2)
Abstract: Modern climate projections lack adequate spatial and temporal resolution due to computational constraints. A consequence is inaccurate and imprecise predictions of critical processes such as storms. Hybrid methods that combine physics with machine learning (ML) have introduced a new generation of higher fidelity climate simulators that can sidestep Moore’s Law by outsourcing compute-hungry, short, high-resolution simulations to ML emulators. However, this hybrid ML-physics simulation approach requires domain-specific treatment and has been inaccessible to ML experts because of lack of training data and relevant, easy-to-use workflows. We present ClimSim, the largest-ever dataset designed for hybrid ML-physics research. It comprises multi-scale climate simulations, developed by a consortium of climate scientists and ML researchers. It consists of 5.7 billion pairs of multivariate input and output vectors that isolate the influence of locally-nested, high-resolution, high-fidelity physics on a host climate simulator’s macro-scale physical state. The dataset is global in coverage, spans multiple years at high sampling frequency, and is designed such that resulting emulators are compatible with downstream coupling into operational climate simulators. We implement a range of deterministic and stochastic regression baselines to highlight the ML challenges and their scoring. The data (https://huggingface.co/datasets/LEAP/ClimSim_high-res) and code (https://leap-stc.github.io/ClimSim) are released openly to support the development of hybrid ML-physics and high-fidelity climate simulations for the benefit of science and society.
In the benchmark category :
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models
Authors: Boxin Wang · Weixin Chen · Hengzhi Pei · Chulin Xie · Mintong Kang · Chenhui Zhang · Chejian Xu · Zidi Xiong · Ritik Dutta · Rylan Schaeffer · Sang Truong · Simran Arora · Mantas Mazeika · Dan Hendrycks · Zinan Lin · Yu Cheng · Sanmi Koyejo · Dawn Song · Bo Li
Poster session 1: Tue 12 Dec 10:45 a.m. — 12:45 p.m. CST, #1618
Oral: Tue 12 Dec 10:30 a.m. — 10:45 a.m. CST, Ballroom A-C (Level 2)
Abstract: Generative Pre-trained Transformer (GPT) models have exhibited exciting progress in capabilities, capturing the interest of practitioners and the public alike. Yet, while the literature on the trustworthiness of GPT models remains limited, practitioners have proposed employing capable GPT models for sensitive applications to healthcare and finance – where mistakes can be costly. To this end, this work proposes a comprehensive trustworthiness evaluation for large language models with a focus on GPT-4 and GPT-3.5, considering diverse perspectives – including toxicity, stereotype bias, adversarial robustness, out-of-distribution robustness, robustness on adversarial demonstrations, privacy, machine ethics, and fairness. Based on our evaluations, we discover previously unpublished vulnerabilities to trustworthiness threats. For instance, we find that GPT models can be easily misled to generate toxic and biased outputs and leak private information in both training data and conversation history. We also find that although GPT-4 is usually more trustworthy than GPT-3.5 on standard benchmarks, GPT-4 is more vulnerable given jailbreaking system or user prompts, potentially due to the reason that GPT-4 follows the (misleading) instructions more precisely. Our work illustrates a comprehensive trustworthiness evaluation of GPT models and sheds light on the trustworthiness gaps. Our benchmark is publicly available at https://decodingtrust.github.io/.
This year, following the usual practice, we chose a NeurIPS paper from 10 years ago to receive the Test of Time Award, and “ Distributed Representations of Words and Phrases and their Compositionality ” by Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, and Jeffrey Dean, won.
Published at NeurIPS 2013 and cited over 40,000 times, the work introduced the seminal word embedding technique word2vec. Demonstrating the power of learning from large amounts of unstructured text, the work catalyzed progress that marked the beginning of a new era in natural language processing.
Greg Corrado and Jeffrey Dean will be giving a talk about this work and related research on Tuesday, 12 Dec at 3:05 – 3:25 pm CST in Hall F.
2023 Conference
Reflections on the neurips 2023 ethics review process, neurips newsletter – november 2023.
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Published on February 4, 2019 by Shona McCombes . Revised on July 23, 2023.
A good introduction paragraph is an essential part of any academic essay . It sets up your argument and tells the reader what to expect.
The main goals of an introduction are to:
This introduction example is taken from our interactive essay example on the history of Braille.
The invention of Braille was a major turning point in the history of disability. The writing system of raised dots used by visually impaired people was developed by Louis Braille in nineteenth-century France. In a society that did not value disabled people in general, blindness was particularly stigmatized, and lack of access to reading and writing was a significant barrier to social participation. The idea of tactile reading was not entirely new, but existing methods based on sighted systems were difficult to learn and use. As the first writing system designed for blind people’s needs, Braille was a groundbreaking new accessibility tool. It not only provided practical benefits, but also helped change the cultural status of blindness. This essay begins by discussing the situation of blind people in nineteenth-century Europe. It then describes the invention of Braille and the gradual process of its acceptance within blind education. Subsequently, it explores the wide-ranging effects of this invention on blind people’s social and cultural lives.
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Step 1: hook your reader, step 2: give background information, step 3: present your thesis statement, step 4: map your essay’s structure, step 5: check and revise, more examples of essay introductions, other interesting articles, frequently asked questions about the essay introduction.
Your first sentence sets the tone for the whole essay, so spend some time on writing an effective hook.
Avoid long, dense sentences—start with something clear, concise and catchy that will spark your reader’s curiosity.
The hook should lead the reader into your essay, giving a sense of the topic you’re writing about and why it’s interesting. Avoid overly broad claims or plain statements of fact.
Take a look at these examples of weak hooks and learn how to improve them.
The first sentence is a dry fact; the second sentence is more interesting, making a bold claim about exactly why the topic is important.
Avoid using a dictionary definition as your hook, especially if it’s an obvious term that everyone knows. The improved example here is still broad, but it gives us a much clearer sense of what the essay will be about.
Instead of just stating a fact that the reader already knows, the improved hook here tells us about the mainstream interpretation of the book, implying that this essay will offer a different interpretation.
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Next, give your reader the context they need to understand your topic and argument. Depending on the subject of your essay, this might include:
The information here should be broad but clearly focused and relevant to your argument. Don’t give too much detail—you can mention points that you will return to later, but save your evidence and interpretation for the main body of the essay.
How much space you need for background depends on your topic and the scope of your essay. In our Braille example, we take a few sentences to introduce the topic and sketch the social context that the essay will address:
Now it’s time to narrow your focus and show exactly what you want to say about the topic. This is your thesis statement —a sentence or two that sums up your overall argument.
This is the most important part of your introduction. A good thesis isn’t just a statement of fact, but a claim that requires evidence and explanation.
The goal is to clearly convey your own position in a debate or your central point about a topic.
Particularly in longer essays, it’s helpful to end the introduction by signposting what will be covered in each part. Keep it concise and give your reader a clear sense of the direction your argument will take.
As you research and write, your argument might change focus or direction as you learn more.
For this reason, it’s often a good idea to wait until later in the writing process before you write the introduction paragraph—it can even be the very last thing you write.
When you’ve finished writing the essay body and conclusion , you should return to the introduction and check that it matches the content of the essay.
It’s especially important to make sure your thesis statement accurately represents what you do in the essay. If your argument has gone in a different direction than planned, tweak your thesis statement to match what you actually say.
To polish your writing, you can use something like a paraphrasing tool .
You can use the checklist below to make sure your introduction does everything it’s supposed to.
My first sentence is engaging and relevant.
I have introduced the topic with necessary background information.
I have defined any important terms.
My thesis statement clearly presents my main point or argument.
Everything in the introduction is relevant to the main body of the essay.
You have a strong introduction - now make sure the rest of your essay is just as good.
This introduction to an argumentative essay sets up the debate about the internet and education, and then clearly states the position the essay will argue for.
The spread of the internet has had a world-changing effect, not least on the world of education. The use of the internet in academic contexts is on the rise, and its role in learning is hotly debated. For many teachers who did not grow up with this technology, its effects seem alarming and potentially harmful. This concern, while understandable, is misguided. The negatives of internet use are outweighed by its critical benefits for students and educators—as a uniquely comprehensive and accessible information source; a means of exposure to and engagement with different perspectives; and a highly flexible learning environment.
This introduction to a short expository essay leads into the topic (the invention of the printing press) and states the main point the essay will explain (the effect of this invention on European society).
In many ways, the invention of the printing press marked the end of the Middle Ages. The medieval period in Europe is often remembered as a time of intellectual and political stagnation. Prior to the Renaissance, the average person had very limited access to books and was unlikely to be literate. The invention of the printing press in the 15th century allowed for much less restricted circulation of information in Europe, paving the way for the Reformation.
This introduction to a literary analysis essay , about Mary Shelley’s Frankenstein , starts by describing a simplistic popular view of the story, and then states how the author will give a more complex analysis of the text’s literary devices.
Mary Shelley’s Frankenstein is often read as a crude cautionary tale. Arguably the first science fiction novel, its plot can be read as a warning about the dangers of scientific advancement unrestrained by ethical considerations. In this reading, and in popular culture representations of the character as a “mad scientist”, Victor Frankenstein represents the callous, arrogant ambition of modern science. However, far from providing a stable image of the character, Shelley uses shifting narrative perspectives to gradually transform our impression of Frankenstein, portraying him in an increasingly negative light as the novel goes on. While he initially appears to be a naive but sympathetic idealist, after the creature’s narrative Frankenstein begins to resemble—even in his own telling—the thoughtlessly cruel figure the creature represents him as.
If you want to know more about AI tools , college essays , or fallacies make sure to check out some of our other articles with explanations and examples or go directly to our tools!
College essays
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Your essay introduction should include three main things, in this order:
The length of each part depends on the length and complexity of your essay .
The “hook” is the first sentence of your essay introduction . It should lead the reader into your essay, giving a sense of why it’s interesting.
To write a good hook, avoid overly broad statements or long, dense sentences. Try to start with something clear, concise and catchy that will spark your reader’s curiosity.
A thesis statement is a sentence that sums up the central point of your paper or essay . Everything else you write should relate to this key idea.
The thesis statement is essential in any academic essay or research paper for two main reasons:
Without a clear thesis statement, an essay can end up rambling and unfocused, leaving your reader unsure of exactly what you want to say.
The structure of an essay is divided into an introduction that presents your topic and thesis statement , a body containing your in-depth analysis and arguments, and a conclusion wrapping up your ideas.
The structure of the body is flexible, but you should always spend some time thinking about how you can organize your essay to best serve your ideas.
If you want to cite this source, you can copy and paste the citation or click the “Cite this Scribbr article” button to automatically add the citation to our free Citation Generator.
McCombes, S. (2023, July 23). How to Write an Essay Introduction | 4 Steps & Examples. Scribbr. Retrieved August 2, 2024, from https://www.scribbr.com/academic-essay/introduction/
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Essay writing is a crucial skill that students need to master in order to succeed academically. Whether you're a high school student working on a history paper or a college student tackling a critical analysis essay, having a solid understanding of the essay writing process is essential.
Essay writing process. The writing process of preparation, writing, and revisions applies to every essay or paper, but the time and effort spent on each stage depends on the type of essay.. For example, if you've been assigned a five-paragraph expository essay for a high school class, you'll probably spend the most time on the writing stage; for a college-level argumentative essay, on the ...
Example of a Great Essay | Explanations, Tips & Tricks. Published on February 9, 2015 by Shane Bryson . Revised on July 23, 2023 by Shona McCombes. This example guides you through the structure of an essay. It shows how to build an effective introduction, focused paragraphs, clear transitions between ideas, and a strong conclusion.
An essay is a focused piece of writing designed to inform or persuade. There are many different types of essay, but they are often defined in four categories: argumentative, expository, narrative, and descriptive essays. Argumentative and expository essays are focused on conveying information and making clear points, while narrative and ...
Essays are different from other forms of writing; in turn, there are different kinds of essays. This section contains general resources for getting to know the essay and its variants. These resources introduce and define the essay as a genre, and will teach you what to expect from essay-based assessments. Purdue OWL Online Writing Lab
Step 2: Pick one of the things you wrote down, flip your paper over, and write it at the top of your paper, like this: This is your thread, or a potential thread. Step 3: Underneath what you wrote down, name 5-6 values you could connect to this. These will serve as the beads of your essay.
5. Write an outline to help organize your main points. After you've created a clear thesis, briefly list the major points you will be making in your essay. You don't need to include a lot of detail—just write 1-2 sentences, or even a few words, outlining what each point or argument will be.
What are the 5 parts of an essay? Explore how the introduction, body paragraphs, and conclusion parts of an essay work together.
The essay is a written piece that is designed to present an idea, propose an argument, express the emotion or initiate debate. It is a tool that is used to present writer's ideas in a non-fictional way. Multiple applications of this type of writing go way beyond, providing political manifestos and art criticism as well as personal ...
A scholarship essay should be tailored to the specific fund you are applying for, and it is best to avoid a generalized essay. The main components of the scholarship essay format are similar to those in a standard college essay: 12-point font (Times New Roman or Arial) First line indent. Double-spacing. 1-inch margins.
The basic structure of an essay always consists of an introduction, a body, and a conclusion. But for many students, the most difficult part of structuring an essay is deciding how to organize information within the body. This article provides useful templates and tips to help you outline your essay, make decisions about your structure, and ...
3. Argumentative essays. An argumentative essay is a type of essay that aims to persuade the reader to adopt a particular stance based on factual evidence and is one of the most common forms of college essays. 4. Expository essays. An expository essay is a common format used in school and college exams to assess your understanding of a specific ...
College Essay Guy believes that every student should have access to the tools and guidance necessary to create the best application possible. That's why we're a one-for-one company, which means that for every student who pays for support, we provide free support to a low-income student. Learn more.
Here are some common types of academic writing: Essays: Essays are versatile expressions of ideas. Descriptive essays vividly portray subjects, narratives share personal stories, expository essays convey information, and persuasive essays aim to influence opinions. Research Papers: Research papers are analytical powerhouses.
Use the Historical Present Tense. An effective method of beginning an essay is to use historical present tense to relate an incident from the past as if it were happening now. "Ben and I are sitting side by side in the very back of his mother's station wagon.
Randy Kehler, a peace activist whose opposition to the Vietnam War so moved Daniel Ellsberg that he decided to leak the Pentagon Papers, the set of top-secret documents whose exposure changed the ...
Examples of essay outlines. Examples of outlines for different types of essays are presented below: an argumentative, expository, and literary analysis essay. Argumentative essay outline. This outline is for a short argumentative essay evaluating the internet's impact on education. It uses short phrases to summarize each point.
Reapplicants are not required to submit additional essays. Only the reapplicant essay is required. How have you enhanced your candidacy since your previous application? Please detail your progress since you last applied and reiterate how you plan to achieve your immediate and long term post-MBA professional goals. (Maximum 500 words).
This paper documents several facts about graduate program graduation rates using administrative data covering public and nonprofit graduate students in Texas. Despite conventional wisdom that most graduate students complete their programs, only 58 percent of who started their program in 2004 graduated within 6 years.
Two Outstanding Datasets and Benchmark Track Papers This year's organizers received a record number of paper submissions. Of the 13,300 submitted papers that were reviewed by 968 Area Chairs, 98 senior area chairs, and 396 Ethics reviewers 3,540 were accepted after 502 papers were flagged for ethics reviews.
Table of contents. Step 1: Hook your reader. Step 2: Give background information. Step 3: Present your thesis statement. Step 4: Map your essay's structure. Step 5: Check and revise. More examples of essay introductions. Other interesting articles. Frequently asked questions about the essay introduction.
The previous editions of the Datasets and Benchmarks track were highly successful; you can view the accepted papers from 2021, 2002, and 2023, and the winners of the best paper awards 2021, 2022 and 2023. CRITERIA. W e are aiming for an equally stringent review as the main conference, yet better suited to datasets and benchmarks.