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Research Summary – Structure, Examples and Writing Guide

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Research Summary

Research Summary

Definition:

A research summary is a brief and concise overview of a research project or study that highlights its key findings, main points, and conclusions. It typically includes a description of the research problem, the research methods used, the results obtained, and the implications or significance of the findings. It is often used as a tool to quickly communicate the main findings of a study to other researchers, stakeholders, or decision-makers.

Structure of Research Summary

The Structure of a Research Summary typically include:

  • Introduction : This section provides a brief background of the research problem or question, explains the purpose of the study, and outlines the research objectives.
  • Methodology : This section explains the research design, methods, and procedures used to conduct the study. It describes the sample size, data collection methods, and data analysis techniques.
  • Results : This section presents the main findings of the study, including statistical analysis if applicable. It may include tables, charts, or graphs to visually represent the data.
  • Discussion : This section interprets the results and explains their implications. It discusses the significance of the findings, compares them to previous research, and identifies any limitations or future directions for research.
  • Conclusion : This section summarizes the main points of the research and provides a conclusion based on the findings. It may also suggest implications for future research or practical applications of the results.
  • References : This section lists the sources cited in the research summary, following the appropriate citation style.

How to Write Research Summary

Here are the steps you can follow to write a research summary:

  • Read the research article or study thoroughly: To write a summary, you must understand the research article or study you are summarizing. Therefore, read the article or study carefully to understand its purpose, research design, methodology, results, and conclusions.
  • Identify the main points : Once you have read the research article or study, identify the main points, key findings, and research question. You can highlight or take notes of the essential points and findings to use as a reference when writing your summary.
  • Write the introduction: Start your summary by introducing the research problem, research question, and purpose of the study. Briefly explain why the research is important and its significance.
  • Summarize the methodology : In this section, summarize the research design, methods, and procedures used to conduct the study. Explain the sample size, data collection methods, and data analysis techniques.
  • Present the results: Summarize the main findings of the study. Use tables, charts, or graphs to visually represent the data if necessary.
  • Interpret the results: In this section, interpret the results and explain their implications. Discuss the significance of the findings, compare them to previous research, and identify any limitations or future directions for research.
  • Conclude the summary : Summarize the main points of the research and provide a conclusion based on the findings. Suggest implications for future research or practical applications of the results.
  • Revise and edit : Once you have written the summary, revise and edit it to ensure that it is clear, concise, and free of errors. Make sure that your summary accurately represents the research article or study.
  • Add references: Include a list of references cited in the research summary, following the appropriate citation style.

Example of Research Summary

Here is an example of a research summary:

Title: The Effects of Yoga on Mental Health: A Meta-Analysis

Introduction: This meta-analysis examines the effects of yoga on mental health. The study aimed to investigate whether yoga practice can improve mental health outcomes such as anxiety, depression, stress, and quality of life.

Methodology : The study analyzed data from 14 randomized controlled trials that investigated the effects of yoga on mental health outcomes. The sample included a total of 862 participants. The yoga interventions varied in length and frequency, ranging from four to twelve weeks, with sessions lasting from 45 to 90 minutes.

Results : The meta-analysis found that yoga practice significantly improved mental health outcomes. Participants who practiced yoga showed a significant reduction in anxiety and depression symptoms, as well as stress levels. Quality of life also improved in those who practiced yoga.

Discussion : The findings of this study suggest that yoga can be an effective intervention for improving mental health outcomes. The study supports the growing body of evidence that suggests that yoga can have a positive impact on mental health. Limitations of the study include the variability of the yoga interventions, which may affect the generalizability of the findings.

Conclusion : Overall, the findings of this meta-analysis support the use of yoga as an effective intervention for improving mental health outcomes. Further research is needed to determine the optimal length and frequency of yoga interventions for different populations.

References :

  • Cramer, H., Lauche, R., Langhorst, J., Dobos, G., & Berger, B. (2013). Yoga for depression: a systematic review and meta-analysis. Depression and anxiety, 30(11), 1068-1083.
  • Khalsa, S. B. (2004). Yoga as a therapeutic intervention: a bibliometric analysis of published research studies. Indian journal of physiology and pharmacology, 48(3), 269-285.
  • Ross, A., & Thomas, S. (2010). The health benefits of yoga and exercise: a review of comparison studies. The Journal of Alternative and Complementary Medicine, 16(1), 3-12.

Purpose of Research Summary

The purpose of a research summary is to provide a brief overview of a research project or study, including its main points, findings, and conclusions. The summary allows readers to quickly understand the essential aspects of the research without having to read the entire article or study.

Research summaries serve several purposes, including:

  • Facilitating comprehension: A research summary allows readers to quickly understand the main points and findings of a research project or study without having to read the entire article or study. This makes it easier for readers to comprehend the research and its significance.
  • Communicating research findings: Research summaries are often used to communicate research findings to a wider audience, such as policymakers, practitioners, or the general public. The summary presents the essential aspects of the research in a clear and concise manner, making it easier for non-experts to understand.
  • Supporting decision-making: Research summaries can be used to support decision-making processes by providing a summary of the research evidence on a particular topic. This information can be used by policymakers or practitioners to make informed decisions about interventions, programs, or policies.
  • Saving time: Research summaries save time for researchers, practitioners, policymakers, and other stakeholders who need to review multiple research studies. Rather than having to read the entire article or study, they can quickly review the summary to determine whether the research is relevant to their needs.

Characteristics of Research Summary

The following are some of the key characteristics of a research summary:

  • Concise : A research summary should be brief and to the point, providing a clear and concise overview of the main points of the research.
  • Objective : A research summary should be written in an objective tone, presenting the research findings without bias or personal opinion.
  • Comprehensive : A research summary should cover all the essential aspects of the research, including the research question, methodology, results, and conclusions.
  • Accurate : A research summary should accurately reflect the key findings and conclusions of the research.
  • Clear and well-organized: A research summary should be easy to read and understand, with a clear structure and logical flow.
  • Relevant : A research summary should focus on the most important and relevant aspects of the research, highlighting the key findings and their implications.
  • Audience-specific: A research summary should be tailored to the intended audience, using language and terminology that is appropriate and accessible to the reader.
  • Citations : A research summary should include citations to the original research articles or studies, allowing readers to access the full text of the research if desired.

When to write Research Summary

Here are some situations when it may be appropriate to write a research summary:

  • Proposal stage: A research summary can be included in a research proposal to provide a brief overview of the research aims, objectives, methodology, and expected outcomes.
  • Conference presentation: A research summary can be prepared for a conference presentation to summarize the main findings of a study or research project.
  • Journal submission: Many academic journals require authors to submit a research summary along with their research article or study. The summary provides a brief overview of the study’s main points, findings, and conclusions and helps readers quickly understand the research.
  • Funding application: A research summary can be included in a funding application to provide a brief summary of the research aims, objectives, and expected outcomes.
  • Policy brief: A research summary can be prepared as a policy brief to communicate research findings to policymakers or stakeholders in a concise and accessible manner.

Advantages of Research Summary

Research summaries offer several advantages, including:

  • Time-saving: A research summary saves time for readers who need to understand the key findings and conclusions of a research project quickly. Rather than reading the entire research article or study, readers can quickly review the summary to determine whether the research is relevant to their needs.
  • Clarity and accessibility: A research summary provides a clear and accessible overview of the research project’s main points, making it easier for readers to understand the research without having to be experts in the field.
  • Improved comprehension: A research summary helps readers comprehend the research by providing a brief and focused overview of the key findings and conclusions, making it easier to understand the research and its significance.
  • Enhanced communication: Research summaries can be used to communicate research findings to a wider audience, such as policymakers, practitioners, or the general public, in a concise and accessible manner.
  • Facilitated decision-making: Research summaries can support decision-making processes by providing a summary of the research evidence on a particular topic. Policymakers or practitioners can use this information to make informed decisions about interventions, programs, or policies.
  • Increased dissemination: Research summaries can be easily shared and disseminated, allowing research findings to reach a wider audience.

Limitations of Research Summary

Limitations of the Research Summary are as follows:

  • Limited scope: Research summaries provide a brief overview of the research project’s main points, findings, and conclusions, which can be limiting. They may not include all the details, nuances, and complexities of the research that readers may need to fully understand the study’s implications.
  • Risk of oversimplification: Research summaries can be oversimplified, reducing the complexity of the research and potentially distorting the findings or conclusions.
  • Lack of context: Research summaries may not provide sufficient context to fully understand the research findings, such as the research background, methodology, or limitations. This may lead to misunderstandings or misinterpretations of the research.
  • Possible bias: Research summaries may be biased if they selectively emphasize certain findings or conclusions over others, potentially distorting the overall picture of the research.
  • Format limitations: Research summaries may be constrained by the format or length requirements, making it challenging to fully convey the research’s main points, findings, and conclusions.
  • Accessibility: Research summaries may not be accessible to all readers, particularly those with limited literacy skills, visual impairments, or language barriers.

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Muhammad Hassan

Researcher, Academic Writer, Web developer

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Diana Ribeiro

How to write a summary of a research paper (with template)

by Diana Ribeiro Last updated Jul 20, 2020 | Published on Jun 27, 2020 Writing Skills 0 comments

In our daily work as medical writers, we have to read many scholarly articles and extract the main information from them. Having a process to retrieve that information and create a short summary that you can easily access will save you precious time. That’s why I decided to guide you through my process of summarising a research article and created a handy template.

Having short summaries of academic papers is useful to create news articles, press releases, social media posts, blog articles, or curated news reports, like the one I write weekly for my newsletter subscribers .

summary of research paper template

What’s the importance of summarising research articles?

If you don’t have a system to extract the main information from a scholarly paper, you may have to re-read it repeatedly, looking for that piece of information you know it’s there. Sure, you can use a highlighter pen to mark the main points, but sometimes what happens is that you end up with yellow walls of text. Or green. Or even a rainbow. Which may be pretty, but it’s quite useless as a retrieval system.

What also happens when you highlight text is that you end up with a diverse array of writing styles, none of them being your own. This way, when you try to write a text with information from multiple sources, you have to search for the information and write it in a consistent style.

In this article, I’ll show you how to retrieve the most relevant information from a scientific paper, how to write it in a compelling way, and how to present it in a news-worthy style that’s easily adaptable to your audience. Ready?

summary of research paper template

Three steps to summarise a research paper

1. scan and extract the main points.

First things first, so you have to read the paper. But that doesn’t mean you have to read it from start to finish. Start by scanning the article for its main points.

Here’s the essential information to extract from the research paper you have in front of you:

  • Authors, year, doi
  • Study question: look in the introduction for a phrase like “the aim of this study was”
  • Hypothesis tested
  • Study methods: design, participants, materials, procedure, what was manipulated (independent variables), what was measured (dependent variables), how data were analysed.
  • Findings: from the results section; fill this before you look at the discussion section, if possible. Write bullet points.
  • Interpretation: how did the authors interpreted their findings? Use short sentences, in your own words.

After extracting the key information , revisit the article and read it more attentively, to see if you missed something. Add some notes to your summary, but take care to avoid plagiarism. Write notes in your own words. If you can’t do that at this moment, use quotation marks to indicate that your note came straight from the study. You can rewrite it later, when you have a better grasp of the study.

2. Use a journalistic approach for the first draft

Some sources advise you to keep the same structure as the scientific article, but I like to use the journalistic approach of news articles and flush out the more relevant information first, followed by the details. This is more enticing for readers, making them want to continue reading. Yes, I know that your reader may be just you, but I know I have lost myself in some of the things I’ve written, so…keep it interesting, even for a future self 😊.

This is the main information you have to put together:

Title of the article: I like to keep the original article title for the summary, because it’s easier to refer back to the original article if I need to. Sometimes I add a second title, just for me, if the article title is too obscure or long.

  • 1 st paragraph: Answer the 5 W’s in 3-4 sentences.

Who? (the authors)

What? (main finding)

When and where? (journal, date of publication)

Why? (relevance)

This should be a standalone paragraph, meaning that the reader should be able to take out the main information even if they just read this paragraph.

  • Subsequent paragraphs: In 2-3 paragraphs or less, provide context and more information about the research done. If you’re not sure if a detail is important or not, you can include it here and edit it out in the next step.

3. Polish the rough edges

In this stage, you’re going to make a quick edit, checking for completeness and accuracy. Make sure you’ve included all the main points without repeating yourself. Double-check all the numbers. Stay focused on the research questions to avoid tangents. Avoid using jargon and the passive voice whenever possible.

Final summary

Using this approach, you’ll end up with a short summary of your article that you can use to craft other types of writing, such as press releases, news articles, social media blurbs, and many others.

The advantages of summarising research articles are that you can better understand what the article is about, and you’ll have a text written by you, so it’s easier to adapt and you avoid unintentional plagiarism.

That’s it! My guide to write a research paper summary 😊

I’ve created a handout with all the information in this blog post plus a fill-in-the-blanks template that you can use to summarise research articles, you can download it using the form below. You’ll be signed up to my mailing list, and receive a weekly roundup of news in the biomedical industry as a bonus!

If you have any comments or questions, please let me know in the comment box below.

summary of research paper template

Get the research paper summary template

And subscribe to the biopharma newsletter 🙂

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Check your confirmation email for the template.

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About Diana Ribeiro

Diana Ribeiro  is a pharmacist and  freelance medical writer based in Cascais, Portugal.  Before starting her career in medical writing, Diana worked 10+ years in hospital and community pharmacies, where she helped patients and healthcare professionals with drug management and information. Nowadays, she helps pharma, biotech, and meddev companies communicate with their audiences in a clear, accurate, and compelling way. Diana is an active member of the European Medical Writers Association, where she volunteers for the webinar team. You can find more about her on  LinkedIn .

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SciSpace Resources

How to Write a Summary — Researcher's Guide

Sumalatha G

Table of Contents

Writing a summary can be a bit challenging if you're not familiar with the process. Thankfully, by following a few key steps, you can master the art of writing a summary effectively. In this article, we will explore the essential elements of summary writing, from understanding the basics to editing and proofreading your work. So, let's dive in and learn how to write a summary that captures the essence of your source material while keeping it concise and readable.

What is a Summary in research?

A summary is a condensed version of a longer text that captures its main points and ideas. It should provide a clear overview without getting into excessive detail. By understanding this foundational concept, you can effectively navigate the process of summary writing.

Now, there are several strategies you can follow to get an effective summary. Let’s dive into some of them.

Identify the Key Points of Your Source Material

To create an accurate summary, you must identify and extract the key points from your source material. This involves thorough reading or reviewing the text and highlighting the most important information. By doing so, you'll be able to effectively convey the main ideas and arguments in your summary.

One effective way to identify the key points is to read the source material multiple times. As you read, make sure to highlight or underline the sentences or paragraphs that stand out to you. These are likely to contain the most significant information. You can use AI research assistants to read and understand your source materials which saves plenty of your reading time.

Another helpful strategy is to take notes while reading. Jot down the main ideas and arguments as you encounter them. This not only helps you remember the key points but also allows you to organize your thoughts and structure your summary effectively.

Additionally, pay attention to any headings or subheadings in the source material. These can often indicate important sections or topics that should be included in your summary.

It's important to remember that summarizing is not about copying and pasting sentences from the source material. Instead, it involves condensing the information and presenting it in your own words. This requires a thorough understanding of the key points and the ability to express them concisely. Once you have identified the key points, you can begin crafting your summary.

Choose Your Words Carefully

When writing a summary, every word counts. It is essential to choose your words carefully to convey the message accurately. Aim for concise and clear language without sacrificing important details. By utilizing precise vocabulary and avoiding unnecessary jargon, you can ensure that your summary accurately represents the original text.

One important aspect to consider when choosing your words is the intended audience . Are you summarizing a scientific article for a group of experts in the field, or are you summarizing a news article for a general audience? Tailoring your language to suit the needs and understanding of your readers is crucial in effectively conveying your message.

Another factor to keep in mind is the tone of the original text. Is it formal and academic, or is it more conversational and informal? Adapting your language to match the tone of the original text can help maintain the intended meaning and style.

Furthermore, it is essential to pay attention to the context of the original text. Understanding the background and purpose of the work can provide valuable insights into how to summarize it effectively. By considering the broader context, you can ensure that your summary captures the main ideas and key points without omitting crucial information.

Additionally, when choosing your words, it is crucial to avoid personal biases or interpretations. A summary should present an objective overview of the original text, focusing on the author's ideas rather than your own opinions. By remaining impartial and objective, you can provide a fair and accurate representation of the message. While brevity is important, it is equally crucial to include enough information.

Moreover, a well-crafted summary should include the most significant details and ideas to provide a comprehensive understanding of your research work. Selecting the most relevant and impactful details will help readers grasp the main points without getting lost in unnecessary information.

Create an Outline Before Writing

Organizing your thoughts before you begin writing can significantly enhance the quality of your summary. Create a clear outline that follows the structure of your source material. By logically dividing your summary into sections, you'll ensure a coherent flow and make it easier for your readers to follow along.

Keep Your Summary Concise

A summary should capture the essence of the original text without unnecessary elaboration. Aim to condense the information into its most crucial points, omitting extraneous details. Keep your sentences clear and to the point, maintaining a concise and focused writing style.

Use the Right Tone and Voice

The tone and voice of your summary should match the original source material. Take note of the style from the source and reflect it in your writing. Whether the source material is formal or informal, academic or creative, ensuring consistency in tone and voice is key to an effective summary.

Check for Clarity and Readability

After completing your summary, take the time to review it for clarity and readability. Ensure that your sentences flow smoothly, providing a seamless reading experience. Pay attention to grammar, punctuation, and sentence structure, as these elements contribute to the overall clarity of your summary.

Make Sure You Include All the Important Points

While summarizing, it's vital to include all the necessary information. Double-check your summary against the source material to ensure that you haven't overlooked any important points. By capturing the essence of the original text accurately, you'll provide your readers with a comprehensive overview.

Edit and Proofread Your Summary

Before finalizing your summary, always take the time to edit and proofread. Trim down any unnecessary words or phrases and refine your sentences for clarity and conciseness. Additionally, check for spelling and grammatical errors. By investing effort into this final step, you'll ensure your summary is polished and professional.

Tips for Writing an Effective Summary

Lastly, here are some essential tips to keep in mind as you embark on your summary-writing journey:

  • Focus on conveying the central theme and main points.
  • Avoid personal opinions or interpretations.
  • Use your own words while faithfully representing the source material.
  • Read aloud your summary to ensure clarity and coherence.
  • Seek feedback from peers or mentors to improve your summarizing skills.

By incorporating these tips into your summary-writing process, you'll be well-equipped to create an effective summary that captures the essence of your source material.

In conclusion

Writing a summary requires an understanding of the basics, careful word choice, and a concise writing style. By following the steps outlined in this article and utilizing the provided tips, you can develop the necessary skills to write a good research summary.

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Organizing Your Social Sciences Research Paper

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An executive summary is a thorough overview of a research report or other type of document that synthesizes key points for its readers, saving them time and preparing them to understand the study's overall content. It is a separate, stand-alone document of sufficient detail and clarity to ensure that the reader can completely understand the contents of the main research study. An executive summary can be anywhere from 1-10 pages long depending on the length of the report, or it can be the summary of more than one document [e.g., papers submitted for a group project].

Bailey, Edward, P. The Plain English Approach to Business Writing . (New York: Oxford University Press, 1997), p. 73-80 Todorovic, Zelimir William and Marietta Wolczacka Frye. “Writing Effective Executive Summaries: An Interdisciplinary Examination.” In United States Association for Small Business and Entrepreneurship. Conference Proceedings . (Decatur, IL: United States Association for Small Business and Entrepreneurship, 2009): pp. 662-691.

Importance of a Good Executive Summary

Although an executive summary is similar to an abstract in that they both summarize the contents of a research study, there are several key differences. With research abstracts, the author's recommendations are rarely included, or if they are, they are implicit rather than explicit. Recommendations are generally not stated in academic abstracts because scholars operate in a discursive environment, where debates, discussions, and dialogs are meant to precede the implementation of any new research findings. The conceptual nature of much academic writing also means that recommendations arising from the findings are distributed widely and not easily or usefully encapsulated. Executive summaries are used mainly when a research study has been developed for an organizational partner, funding entity, or other external group that participated in the research . In such cases, the research report and executive summary are often written for policy makers outside of academe, while abstracts are written for the academic community. Professors, therefore, assign the writing of executive summaries so students can practice synthesizing and writing about the contents of comprehensive research studies for external stakeholder groups.

When preparing to write, keep in mind that:

  • An executive summary is not an abstract.
  • An executive summary is not an introduction.
  • An executive summary is not a preface.
  • An executive summary is not a random collection of highlights.

Christensen, Jay. Executive Summaries Complete The Report. California State University Northridge; Clayton, John. "Writing an Executive Summary that Means Business." Harvard Management Communication Letter (July 2003): 2-4; Keller, Chuck. "Stay Healthy with a Winning Executive Summary." Technical Communication 41 (1994): 511-517; Murphy, Herta A., Herbert W. Hildebrandt, and Jane P. Thomas. Effective Business Communications . New York: McGraw-Hill, 1997; Vassallo, Philip. "Executive Summaries: Where Less Really is More." ETC.: A Review of General Semantics 60 (Spring 2003): 83-90 .

Structure and Writing Style

Writing an Executive Summary

Read the Entire Document This may go without saying, but it is critically important that you read the entire research study thoroughly from start to finish before you begin to write the executive summary. Take notes as you go along, highlighting important statements of fact, key findings, and recommended courses of action. This will better prepare you for how to organize and summarize the study. Remember this is not a brief abstract of 300 words or less but, essentially, a mini-paper of your paper, with a focus on recommendations.

Isolate the Major Points Within the Original Document Choose which parts of the document are the most important to those who will read it. These points must be included within the executive summary in order to provide a thorough and complete explanation of what the document is trying to convey.

Separate the Main Sections Closely examine each section of the original document and discern the main differences in each. After you have a firm understanding about what each section offers in respect to the other sections, write a few sentences for each section describing the main ideas. Although the format may vary, the main sections of an executive summary likely will include the following:

  • An opening statement, with brief background information,
  • The purpose of research study,
  • Method of data gathering and analysis,
  • Overview of findings, and,
  • A description of each recommendation, accompanied by a justification. Note that the recommendations are sometimes quoted verbatim from the research study.

Combine the Information Use the information gathered to combine them into an executive summary that is no longer than 10% of the original document. Be concise! The purpose is to provide a brief explanation of the entire document with a focus on the recommendations that have emerged from your research. How you word this will likely differ depending on your audience and what they care about most. If necessary, selectively incorporate bullet points for emphasis and brevity. Re-read your Executive Summary After you've completed your executive summary, let it sit for a while before coming back to re-read it. Check to make sure that the summary will make sense as a separate document from the full research study. By taking some time before re-reading it, you allow yourself to see the summary with fresh, unbiased eyes.

Common Mistakes to Avoid

Length of the Executive Summary As a general rule, the correct length of an executive summary is that it meets the criteria of no more pages than 10% of the number of pages in the original document, with an upper limit of no more than ten pages [i.e., ten pages for a 100 page document]. This requirement keeps the document short enough to be read by your audience, but long enough to allow it to be a complete, stand-alone synopsis. Cutting and Pasting With the exception of specific recommendations made in the study, do not simply cut and paste whole sections of the original document into the executive summary. You should paraphrase information from the longer document. Avoid taking up space with excessive subtitles and lists, unless they are absolutely necessary for the reader to have a complete understanding of the original document. Consider the Audience Although unlikely to be required by your professor, there is the possibility that more than one executive summary will have to be written for a given document [e.g., one for policy-makers, one for private industry, one for philanthropists]. This may only necessitate the rewriting of the introduction and conclusion, but it could require rewriting the entire summary in order to fit the needs of the reader. If necessary, be sure to consider the types of audiences who may benefit from your study and make adjustments accordingly. Clarity in Writing One of the biggest mistakes you can make is related to the clarity of your executive summary. Always note that your audience [or audiences] are likely seeing your research study for the first time. The best way to avoid a disorganized or cluttered executive summary is to write it after the study is completed. Always follow the same strategies for proofreading that you would for any research paper. Use Strong and Positive Language Don’t weaken your executive summary with passive, imprecise language. The executive summary is a stand-alone document intended to convince the reader to make a decision concerning whether to implement the recommendations you make. Once convinced, it is assumed that the full document will provide the details needed to implement the recommendations. Although you should resist the temptation to pad your summary with pleas or biased statements, do pay particular attention to ensuring that a sense of urgency is created in the implications, recommendations, and conclusions presented in the executive summary. Be sure to target readers who are likely to implement the recommendations.

Bailey, Edward, P. The Plain English Approach to Business Writing . (New York: Oxford University Press, 1997), p. 73-80; Christensen, Jay. Executive Summaries Complete The Report. California State University Northridge; Executive Summaries. Writing@CSU. Colorado State University; Clayton, John. "Writing an Executive Summary That Means Business." Harvard Management Communication Letter , 2003; Executive Summary. University Writing Center. Texas A&M University;  Green, Duncan. Writing an Executive Summary.   Oxfam’s Research Guidelines series ; Guidelines for Writing an Executive Summary. Astia.org; Markowitz, Eric. How to Write an Executive Summary. Inc. Magazine, September, 15, 2010; Kawaski, Guy. The Art of the Executive Summary. "How to Change the World" blog; Keller, Chuck. "Stay Healthy with a Winning Executive Summary." Technical Communication 41 (1994): 511-517; The Report Abstract and Executive Summary. The Writing Lab and The OWL. Purdue University; Writing Executive Summaries. Effective Writing Center. University of Maryland; Kolin, Philip. Successful Writing at Work . 10th edition. (Boston, MA: Cengage Learning, 2013), p. 435-437; Moral, Mary. "Writing Recommendations and Executive Summaries." Keeping Good Companies 64 (June 2012): 274-278; Todorovic, Zelimir William and Marietta Wolczacka Frye. “Writing Effective Executive Summaries: An Interdisciplinary Examination.” In United States Association for Small Business and Entrepreneurship. Conference Proceedings . (Decatur, IL: United States Association for Small Business and Entrepreneurship, 2009): pp. 662-691.

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How to Write a Summary of a Research Paper

Last Updated: July 10, 2020 References

This article was co-authored by wikiHow staff writer, Hannah Madden . Hannah Madden is a writer, editor, and artist currently living in Portland, Oregon. In 2018, she graduated from Portland State University with a B.S. in Environmental Studies. Hannah enjoys writing articles about conservation, sustainability, and eco-friendly products. When she isn’t writing, you can find Hannah working on hand embroidery projects and listening to music. This article has been viewed 28,197 times. Learn more...

Writing a summary of an academic research paper is an important skill, and it shows that you understand all of the relevant information presented to you. However, writing a summary can be tough, since it requires you to be completely objective and keep any analysis or criticisms to yourself. By keeping your goal in mind as you read the paper and focusing on the key points, you can write a succinct, accurate summary of a research paper to prove that you understood the overall conclusion.

Reading the Research Paper

Step 1 Figure out the focus of your summary.

  • For instance, if you’re supporting an argument in your own research paper, focus on the elements that are similar to yours.
  • Or, if you’re comparing and contrasting methodology, focus on the methods and the significance of the results.

Step 2 Scan through the article to pick out important information.

  • You can also read the abstract of the paper as a good example of what the authors find to be important in their article.

Step 3 Read the article fully 1 to 2 times.

  • Depending on how long and dense the paper is, your initial reading could take you up to an hour or more.

Step 4 Underline or highlight important information.

  • The important information will usually be toward the end of the paper as the authors explain their findings and conclusions.

Step 5 Take notes summarizing sections in your own words.

  • Writing a summary without plagiarizing, or copying the paper, is really important. Writing notes in your own words will help you get into the mindset of relaying information in your own way.

Including Relevant Information

Step 1 Aim to report the findings, not evaluate them.

  • For example, “The methods used in this paper are not up to standards and require more testing to be conclusive.” is an analysis.
  • ”The methods used in this paper include an in-depth survey and interview session with each candidate.” is a summary.

Step 2 Keep your summary brief.

  • If you’re writing a summary for class, your professor may specify how long your summary should be.
  • Some summaries can even be as short as one sentence.

Step 3 State the research question and hypothesis.

  • ”Environmental conditions in North Carolina pose a threat to frogs and toads.”

Step 4 Describe the testing and analyzation methods.

  • For example: “According to the climate model, frog and toad populations have been decreasing at a rapid rate over the past 10 years, and are on track to decrease even further in the coming years.”

Step 5 Talk about the results and how significant they were.

  • For example: “Smith and Herman (2008) argue that by decreasing greenhouse gases, frog and toad populations could reach historical levels within 20 years, and the climate model projections support that statement.”
  • You can add in the authors and year of publication at any time during your summary.

Step 6 Edit your summary for accuracy and flow.

  • If you have time, try reading your summary to someone who hasn’t read the original paper and see if they understand the key points of the article.

Expert Q&A

  • Make sure you fully understand the paper before you start writing the summary. Thanks Helpful 2 Not Helpful 0

summary of research paper template

  • Plagiarism can have serious consequences in the academic world, so make sure you’re writing your summary in your own words. [12] X Research source Thanks Helpful 0 Not Helpful 0

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  • ↑ https://writingcenter.uconn.edu/wp-content/uploads/sites/593/2014/06/How_to_Summarize_a_Research_Article1.pdf
  • ↑ https://www.ufv.ca/media/assets/academic-success-centre/handouts/Summarizing-a-Scholarly-Journal-Article-rev2018.pdf
  • ↑ https://integrity.mit.edu/handbook/academic-writing/summarizing
  • ↑ https://writingcenter.unc.edu/tips-and-tools/summary-using-it-wisely/
  • ↑ https://davidson.libguides.com/c.php?g=349327&p=2361763

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How to Write a Research Paper Summary

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One of the most important skills you can imbibe as an academician is to know how to summarize a research paper. During your academic journey, you may need to write a summary of findings in research quite often and for varied reasons – be it to write an introduction for a peer-reviewed publication , to submit a critical review, or to simply create a useful database for future referencing.

It can be quite challenging to effectively write a research paper summary for often complex work, which is where a pre-determined workflow can help you optimize the process. Investing time in developing this skill can also help you improve your scientific acumen, increasing your efficiency and productivity at work. This article illustrates some useful advice on how to write a research summary effectively. But, what is research summary in the first place?  

A research paper summary is a crisp, comprehensive overview of a research paper, which encapsulates the purpose, findings, methods, conclusions, and relevance of a study. A well-written research paper summary is an indicator of how well you have understood the author’s work. 

Table of Contents

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  • 2. Invest enough time to understand the topic deeply 

Use Paperpal to summarize your research paper. Click here to get started!

  • Mistakes to avoid while writing your research paper summary 

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Frequently asked questions (faq), how to write a research paper summary.

Writing a good research paper summary comes with practice and skill. Here is some useful advice on how to write a research paper summary effectively.  

1. Determine the focus of your summary

Before you begin to write a summary of research papers, determine the aim of your research paper summary. This will give you more clarity on how to summarize a research paper, including what to highlight and where to find the information you need, which accelerates the entire process. If you are aiming for the summary to be a supporting document or a proof of principle for your current research findings, then you can look for elements that are relevant to your work.

On the other hand, if your research summary is intended to be a critical review of the research article, you may need to use a completely different lens while reading the paper and conduct your own research regarding the accuracy of the data presented. Then again, if the research summary is intended to be a source of information for future referencing, you will likely have a different approach. This makes determining the focus of your summary a key step in the process of writing an effective research paper summary. 

2. Invest enough time to understand the topic deeply

In order to author an effective research paper summary, you need to dive into the topic of the research article. Begin by doing a quick scan for relevant information under each section of the paper. The abstract is a great starting point as it helps you to quickly identify the top highlights of the research article, speeding up the process of understanding the key findings in the paper. Be sure to do a careful read of the research paper, preparing notes that describe each section in your own words to put together a summary of research example or a first draft. This will save your time and energy in revisiting the paper to confirm relevant details and ease the entire process of writing a research paper summary.

When reading papers, be sure to acknowledge and ignore any pre-conceived notions that you might have regarding the research topic. This will not only help you understand the topic better but will also help you develop a more balanced perspective, ensuring that your research paper summary is devoid of any personal opinions or biases. 

3. Keep the summary crisp, brief and engaging

A research paper summary is usually intended to highlight and explain the key points of any study, saving the time required to read through the entire article. Thus, your primary goal while compiling the summary should be to keep it as brief, crisp and readable as possible. Usually, a short introduction followed by 1-2 paragraphs is adequate for an effective research article summary. Avoid going into too much technical detail while describing the main results and conclusions of the study. Rather focus on connecting the main findings of the study to the hypothesis , which can make the summary more engaging. For example, instead of simply reporting an original finding – “the graph showed a decrease in the mortality rates…”, you can say, “there was a decline in the number of deaths, as predicted by the authors while beginning the study…” or “there was a decline in the number of deaths, which came as a surprise to the authors as this was completely unexpected…”.

Unless you are writing a critical review of the research article, the language used in your research paper summaries should revolve around reporting the findings, not assessing them. On the other hand, if you intend to submit your summary as a critical review, make sure to provide sufficient external evidence to support your final analysis. Invest sufficient time in editing and proofreading your research paper summary thoroughly to ensure you’ve captured the findings accurately. You can also get an external opinion on the preliminary draft of the research paper summary from colleagues or peers who have not worked on the research topic. 

Mistakes to avoid while writing your research paper summary

Now that you’ve understood how to summarize a research paper, watch out for these red flags while writing your summary. 

  • Not paying attention to the word limit and recommended format, especially while submitting a critical review 
  • Evaluating the findings instead of maintaining an objective , unbiased view while reading the research paper 
  • Skipping the essential editing step , which can help eliminate avoidable errors and ensure that the language does not misrepresent the findings 
  • Plagiarism, it is critical to write in your own words or paraphrase appropriately when reporting the findings in your scientific article summary 

We hope the recommendations listed above will help answer the question of how to summarize a research paper and enable you to tackle the process effectively. 

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How to summarize a research paper with Paperpal?

To generate your research paper summary, simply login to the platform and use the Paperpal Copilot Summary feature to create a flawless summary of your work. Here’s a step-by-step process to help you craft a summary in minutes:

  • Paste relevant research articles to be summarized into Paperpal; the AI will scan each section and extract key information.
  • In minutes, Paperpal will generate a comprehensive summary that showcases the main paper highlights while adhering to academic writing conventions.
  • Check the content to polish and refine the language, ensure your own voice, and add citations or references as needed.

The abstract and research paper summary serve similar purposes but differ in scope, length, and placement. The abstract is a concise yet detailed overview of the research, placed at the beginning of a paper, with the aim of providing readers with a quick understanding of the paper’s content and to help them decide whether to read the full article. Usually limited to a few hundred words, it highlights the main objectives, methods, results, and conclusions of the study. On the other hand, a research paper summary provides a crisp account of the entire research paper. Its purpose is to provide a brief recap for readers who may want to quickly grasp the main points of the research without reading the entire paper in detail.

The structure of a research summary can vary depending on the specific requirements or guidelines provided by the target publication or institution. A typical research summary includes the following key sections: introduction (including the research question or objective), methodology (briefly describing the research design and methods), results (summarizing the key findings), discussion (highlighting the implications and significance of the findings), and conclusion (providing a summary of the main points and potential future directions).

The summary of a research paper is important because it provides a condensed overview of the study’s purpose, methods, results, and conclusions. It allows you to quickly grasp the main points and relevance of the research without having to read the entire paper. Research summaries can also be an invaluable way to communicate research findings to a broader audience, such as policymakers or the general public.

  When writing a research paper summary, it is crucial to avoid plagiarism by properly attributing the original authors’ work. To learn how to summarize a research paper while avoiding plagiarism, follow these critical guidelines: (1) Read the paper thoroughly to understand the main points and key findings. (2) Use your own words and sentence structures to restate the information, ensuring that the research paper summary reflects your understanding of the paper. (3) Clearly indicate when you are paraphrasing or quoting directly from the original paper by using appropriate citation styles. (4) Cite the original source for any specific ideas, concepts, or data that you include in your summary. (5) Review your summary to ensure it accurately represents the research paper while giving credit to the original authors.

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What’s Included: Research Paper Template

If you’re preparing to write an academic research paper, our free research paper template is the perfect starting point. In the template, we cover every section step by step, with clear, straightforward explanations and examples .

The template’s structure is based on the tried and trusted best-practice format for formal academic research papers. The template structure reflects the overall research process, ensuring your paper will have a smooth, logical flow from chapter to chapter.

The research paper template covers the following core sections:

  • The title page/cover page
  • Abstract (sometimes also called the executive summary)
  • Section 1: Introduction 
  • Section 2: Literature review 
  • Section 3: Methodology
  • Section 4: Findings /results
  • Section 5: Discussion
  • Section 6: Conclusion
  • Reference list

Each section is explained in plain, straightforward language , followed by an overview of the key elements that you need to cover within each section. We’ve also included links to free resources to help you understand how to write each section.

The cleanly formatted Google Doc can be downloaded as a fully editable MS Word Document (DOCX format), so you can use it as-is or convert it to LaTeX.

FAQs: Research Paper Template

What format is the template (doc, pdf, ppt, etc.).

The research paper template is provided as a Google Doc. You can download it in MS Word format or make a copy to your Google Drive. You’re also welcome to convert it to whatever format works best for you, such as LaTeX or PDF.

What types of research papers can this template be used for?

The template follows the standard best-practice structure for formal academic research papers, so it is suitable for the vast majority of degrees, particularly those within the sciences.

Some universities may have some additional requirements, but these are typically minor, with the core structure remaining the same. Therefore, it’s always a good idea to double-check your university’s requirements before you finalise your structure.

Is this template for an undergrad, Masters or PhD-level research paper?

This template can be used for a research paper at any level of study. It may be slight overkill for an undergraduate-level study, but it certainly won’t be missing anything.

How long should my research paper be?

This depends entirely on your university’s specific requirements, so it’s best to check with them. We include generic word count ranges for each section within the template, but these are purely indicative. 

What about the research proposal?

If you’re still working on your research proposal, we’ve got a template for that here .

We’ve also got loads of proposal-related guides and videos over on the Grad Coach blog .

How do I write a literature review?

We have a wealth of free resources on the Grad Coach Blog that unpack how to write a literature review from scratch. You can check out the literature review section of the blog here.

How do I create a research methodology?

We have a wealth of free resources on the Grad Coach Blog that unpack research methodology, both qualitative and quantitative. You can check out the methodology section of the blog here.

Can I share this research paper template with my friends/colleagues?

Yes, you’re welcome to share this template. If you want to post about it on your blog or social media, all we ask is that you reference this page as your source.

Can Grad Coach help me with my research paper?

Within the template, you’ll find plain-language explanations of each section, which should give you a fair amount of guidance. However, you’re also welcome to consider our private coaching services .

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How to Write a Summary | Guide & Examples

Published on 25 September 2022 by Shona McCombes . Revised on 12 May 2023.

Summarising , or writing a summary, means giving a concise overview of a text’s main points in your own words. A summary is always much shorter than the original text.

There are five key steps that can help you to write a summary:

  • Read the text
  • Break it down into sections
  • Identify the key points in each section
  • Write the summary
  • Check the summary against the article

Writing a summary does not involve critiquing or analysing the source. You should simply provide an accurate account of the most important information and ideas (without copying any text from the original).

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Table of contents

When to write a summary, step 1: read the text, step 2: break the text down into sections, step 3: identify the key points in each section, step 4: write the summary, step 5: check the summary against the article, frequently asked questions.

There are many situations in which you might have to summarise an article or other source:

  • As a stand-alone assignment to show you’ve understood the material
  • To keep notes that will help you remember what you’ve read
  • To give an overview of other researchers’ work in a literature review

When you’re writing an academic text like an essay , research paper , or dissertation , you’ll integrate sources in a variety of ways. You might use a brief quote to support your point, or paraphrase a few sentences or paragraphs.

But it’s often appropriate to summarize a whole article or chapter if it is especially relevant to your own research, or to provide an overview of a source before you analyse or critique it.

In any case, the goal of summarising is to give your reader a clear understanding of the original source. Follow the five steps outlined below to write a good summary.

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You should read the article more than once to make sure you’ve thoroughly understood it. It’s often effective to read in three stages:

  • Scan the article quickly to get a sense of its topic and overall shape.
  • Read the article carefully, highlighting important points and taking notes as you read.
  • Skim the article again to confirm you’ve understood the key points, and reread any particularly important or difficult passages.

There are some tricks you can use to identify the key points as you read:

  • Start by reading the abstract . This already contains the author’s own summary of their work, and it tells you what to expect from the article.
  • Pay attention to headings and subheadings . These should give you a good sense of what each part is about.
  • Read the introduction and the conclusion together and compare them: What did the author set out to do, and what was the outcome?

To make the text more manageable and understand its sub-points, break it down into smaller sections.

If the text is a scientific paper that follows a standard empirical structure, it is probably already organised into clearly marked sections, usually including an introduction, methods, results, and discussion.

Other types of articles may not be explicitly divided into sections. But most articles and essays will be structured around a series of sub-points or themes.

Now it’s time go through each section and pick out its most important points. What does your reader need to know to understand the overall argument or conclusion of the article?

Keep in mind that a summary does not involve paraphrasing every single paragraph of the article. Your goal is to extract the essential points, leaving out anything that can be considered background information or supplementary detail.

In a scientific article, there are some easy questions you can ask to identify the key points in each part.

If the article takes a different form, you might have to think more carefully about what points are most important for the reader to understand its argument.

In that case, pay particular attention to the thesis statement —the central claim that the author wants us to accept, which usually appears in the introduction—and the topic sentences that signal the main idea of each paragraph.

Now that you know the key points that the article aims to communicate, you need to put them in your own words.

To avoid plagiarism and show you’ve understood the article, it’s essential to properly paraphrase the author’s ideas. Do not copy and paste parts of the article, not even just a sentence or two.

The best way to do this is to put the article aside and write out your own understanding of the author’s key points.

Examples of article summaries

Let’s take a look at an example. Below, we summarise this article , which scientifically investigates the old saying ‘an apple a day keeps the doctor away’.

An article summary like the above would be appropriate for a stand-alone summary assignment. However, you’ll often want to give an even more concise summary of an article.

For example, in a literature review or research paper, you may want to briefly summarize this study as part of a wider discussion of various sources. In this case, we can boil our summary down even further to include only the most relevant information.

Citing the source you’re summarizing

When including a summary as part of a larger text, it’s essential to properly cite the source you’re summarizing. The exact format depends on your citation style , but it usually includes an in-text citation and a full reference at the end of your paper.

You can easily create your citations and references in APA or MLA using our free citation generators.

APA Citation Generator MLA Citation Generator

Finally, read through the article once more to ensure that:

  • You’ve accurately represented the author’s work
  • You haven’t missed any essential information
  • The phrasing is not too similar to any sentences in the original.

If you’re summarising many articles as part of your own work, it may be a good idea to use a plagiarism checker to double-check that your text is completely original and properly cited. Just be sure to use one that’s safe and reliable.

A summary is a short overview of the main points of an article or other source, written entirely in your own words.

Save yourself some time with the free summariser.

A summary is always much shorter than the original text. The length of a summary can range from just a few sentences to several paragraphs; it depends on the length of the article you’re summarising, and on the purpose of the summary.

With the summariser tool you can easily adjust the length of your summary.

You might have to write a summary of a source:

  • As a stand-alone assignment to prove you understand the material
  • For your own use, to keep notes on your reading
  • To provide an overview of other researchers’ work in a literature review
  • In a paper , to summarise or introduce a relevant study

To avoid plagiarism when summarising an article or other source, follow these two rules:

  • Write the summary entirely in your own words by   paraphrasing the author’s ideas.
  • Reference the source with an in-text citation and a full reference so your reader can easily find the original text.

An abstract concisely explains all the key points of an academic text such as a thesis , dissertation or journal article. It should summarise the whole text, not just introduce it.

An abstract is a type of summary , but summaries are also written elsewhere in academic writing . For example, you might summarise a source in a paper , in a literature review , or as a standalone assignment.

Cite this Scribbr article

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 Reference Generator.

McCombes, S. (2023, May 12). How to Write a Summary | Guide & Examples. Scribbr. Retrieved 29 April 2024, from https://www.scribbr.co.uk/working-sources/how-to-write-a-summary/

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How to Write a Summary for a Research Paper

  • Why do you need a summary
  • How to start a summary
  • Step by step guide
  • Summary checklist

How to Write a Summary for a Research Paper

Why do you need to write a summary of a research paper?

When do you need to write a research paper summary.

  • Writing a research paper summary is crucial because it allows you to present a concise overview of your research to readers who need time or expertise to read the entire paper.
  • A research paper summary can help you organize your thoughts and refine your research question, leading to a comprehensive answer.
  • When you write a research paper summary, you make an essential step in the research process that can help you to be more effective and communicate your research findings.

How to start a summary if you have no ideas?

  • When summarizing a research paper, it’s crucial to begin by identifying the primary points of the study.
  • Start reading through the abstract and introduction and quickly scanning the results and conclusion sections.
  • After pinpointing the key takeaways, you need to include in a summary information that accurately reflects the main findings of the research.
  • Next, choose all the most basic and write down the abstracts logically.
  • After, see what thought you could start your summary with.

How to write a good summary: step by step guide

Step 1. read the text of your work., step 2. structure your notes., step 3. write the main part of the summary., step 4. add a research objective., step 5. add keywords., step 6. briefly describe the findings., step 7. remove all unnecessary information., step 8. edit the summary., summary writing checklist.

  • Understand the main idea: Before starting to write an executive summary for a research paper, ensure you understand the main idea of the text you are summarizing. It will help you to focus on the most critical points.
  • Identify the key points: Once you have understood the main idea, identify the key points that support it. These are the essential pieces of information that should be included in a summary.
  • Use your own words: When writing a summary, it is essential to use your own words to convey the information. Avoid simply copying and pasting sentences from the original text.
  • Be concise: Summaries should be brief and to the point. Avoid including unnecessary details or information irrelevant to the main idea.
  • Check for accuracy: Before submitting your summary, ensure it accurately reflects the original text’s main idea and key points. Also, check for any errors or omissions

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Top 7 Research Summary Templates with Samples and Examples

Top 7 Research Summary Templates with Samples and Examples

Kavesh Malhotra

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Turning complex research into a compelling summary is like having a superpower in the vast world of information. A well-crafted research summary isn't just a data crunch; it's a strategic tool. Research shows that concise summaries enhance understanding. Studies reveal that audiences retained 50% more information when presented with well-structured summaries.

Imagine condensing your extensive research into a single page that instantly captivates the reader's attention and highlights the core of your findings. Whether presenting a market research proposal, diving into clinical medicine research, or outlining a project research proposal, a smartly crafted research statement can make your work convenient, accessible, and impactful.

In this blog, we'll guide you through a curated selection of seven Research Summary Templates, each a gem in its own right.

Why Choose Research Summary Templates?

"Efficiency is the soul of every impactful presentation."

  • Time-Saving Marvels:  These presets are your express pass to creating professional, impactful presentations that save you so much time and energy that would otherwise be spent making a summary from scratch!
  • Customizable Frameworks:  Tailor each layout to suit your unique research, maintaining flexibility while leveraging a solid starting point.
  • Visual Appeal:  The slides are not just functional; they are visually engaging, ensuring that your  research paper  doesn't just get read but leaves a lasting impression.

Let’s begin exploring these templates!

Template 1: Market Research Proposal One-Page Summary Presentation Report Infographic PPT PDF Document

This preset is a game-changer for presenting  market research proposals  concisely. It encapsulates your research's key aspects in a one-page summary, making a compelling case for readers. It includes details about the project name, researcher's information,  and project research proposal  details like background, objectives, methodology, and outcomes. Visual elements and a well-organized structure enhance readability, effectively communicating your market insights. Download this preset that transforms your  market research proposal  into a concise yet comprehensive summary, guiding your stakeholders through the essentials.

Market Research Proposal One Page Summary

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Template 2: Executive Summary Clinical Medicine Research Company Profile

For clinical medicine researchers, this layout provides a succinct yet comprehensive overview. The  executive summary  format communicates vital information, making it ideal for quickly understanding the research's significance. The slide depicts the company outline, critical statistics, and financial overview. The significant facts covered are the employee count, number of regulatory approvals, global market share, revenue CAGR, total revenue, and market capitalization. Elevate your  clinical medicine research  with an executive summary that encapsulates the essence of your findings and the potential impact on the medical landscape.

Executive summary

Template 3: Sample Research Paper Outline in One-Page Summary Report

This structure streamlines your detailed  research paper  into a digestible one-page summary. It breaks down the research paper's structure, ensuring the audience grasps vital points efficiently. It encapsulates five main sections: introduction, issue, literature review, recommendations, and conclusion. The easy-to-follow format makes it a valuable tool for presenting a complex  research statement.  Download this layout that transforms your detailed  research paper  into a  one-page summary  wonder, clearly presenting the structure and key points.

Sample Research Paper Outline in One Page Summary

Template 4: One-Page Summary for Business Excellence Models Research Paper

Condense your exploration of business excellence models into a single, impactful page. This slide highlights the introduction,  executive summary , company background, financial information, business excellence model used, key findings and insights, and conclusion, presenting them aesthetically pleasing. It's perfect for delivering the essence of your business excellence research with clarity and brevity. Condense your exploration of business excellence models into a single page, making your insights accessible and actionable.

One Page Summary for Business Excellence Models Research Paper

Template 5: One-Page Project Research Proposal Summary Presentation

Efficiently communicate the crux of your  project research proposal  with this preset. It highlights crucial components of your project research like objectives, study design, budget, project milestones and durations, etc. The  one-page summary  format ensures that your proposal's key elements are prominently featured. Visual elements enhance engagement, ensuring that key stakeholders swiftly grasp your project's significance. Download this layout and make it an excellent choice for a compelling project research presentation.

One Page Project Research Proposal Summary

Template 6: One-Page Research Paper Summary on Business Ethics and Corruption

Navigate the complex landscape of business ethics and corruption research with this template. It condenses your  research paper  into a  one-page summary , focusing on crucial ethical considerations:

  • Introduction of the concept
  • sources of corruption in businesses
  • The legislative framework
  • Principals of ethics
  • Conclusion and
  • Customer viewpoint

Clear visuals and a cohesive layout ensure that your insights on ethics and corruption are communicated effectively, giving your  research statement  the attention it deserves. Download this  one-page summary , ensuring readers grasp your project's significance swiftly.

One Page Research Paper Summary on Business Ethics and Corruption

Template 7: Research Statement One Page Summary with Future Goals

Craft a compelling narrative of your research journey, culminating in a  one-page summary  with future goals. This presentation seamlessly integrates your  research statement  with a forward-looking perspective. It offers an overview of past and future research approaches and future goals to be achieved, along with a visual flowchart presenting your  project research proposal , research activity, and other written content. Download this powerful tool for presenting your research's impact and future directions.

Research Statement One Page Summary with Future Goals

Conclusion: Your Research, Your Way

In the world of academia, business, or healthcare, your research is a cornerstone of progress. Ensure it's not just buried in volumes of data but presented in a way that captivates and communicates. Explore the above research summary templates and transform your research journey into a resonant narrative. Furthermore, dive into the past with our  top history research proposal examples , complete with templates and samples for your historical research endeavors.

Remember, brevity is not just appreciated in a world saturated with information; it's often indispensable. So,  here , you can streamline your  project research proposals  with our top 7 one-page templates for compelling and concise presentations.

Craft your research summary with care, and let your findings shine!

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Examples

Research Summary

summary of research paper template

A research paper analyzes a perspective or argues a point. It is an expanded essay based on your interpretation, evaluation or argument about a certain topic.

According to Sunny Empire State College , “When you write a research paper you build upon what you know about the subject and make a deliberate attempt to find out what experts know. A research paper involves surveying a field of knowledge in order to find the best possible information in that field.” Whatever type of research paper you choose to write, it should present your own ideas backed with others’ (especially experts on the field) information and data.

Every research paper has a research summary. A research summary is a brief overview of what the whole research is about. It is a professional piece of writing that describes your research to the readers. It concisely yet perfectly captures the essence of the research as a whole. You may also see What Should Be in an Executive Summary of a Report?

summary of research paper template

Fundamentals of a Research Summary

Having a good template for a research summary is nothing if you don’t know its importance and basic function. Before you start writing your research summary, you should first know its fundamentals on the areas you need to pay attention to such as its content, style and organization.

  • The content of your research summary must briefly discuss the techniques and tools used in the research and the importance of the research as a whole. Explain how the research can be of benefit for the people.
  • To organize your research summary, each topic must be discussed in separate paragraphs. How you came up with a factual research must be briefly explained in a separate paragraph.
  • If you have a lengthy research paper, try not to write not more than 10% of the entire paper. If it’s not as lengthy, you should not write more than 300 words in your summary.

However, rules may vary according to your research professor’s standards. This is just the basic fundamentals on how to write your research summary. Also see  Thesis Outline Examples

How to Write a Research Summary

It is apparent that a research summary is a condensed version of the main idea of your research paper. Because of this, it is advised that the summary of your paper is written after you are done with your entire research. This is to ensure that all the added information in your research can be written in your summary as well and all of those that removed can be edited out. Here are a few steps on how to write a research summary:

Read your paper

It should be a fact you should know beforehand; the importance of reading your entire research paper thoroughly to write an effective research summary. Along the way, take notes of the important details and key findings that you want to highlight in your paper. This will help you organize your summary better. Remember that your research summary is a mini-paper of your study and it should contain the main ideas of your entire research.

Write a draft

For your first draft, focus on the content rather than the length of your summary. Your draft is your first outline on what to include in the final summary. Writing a draft ensures you write a clear, thorough and coherent summary of your research paper. Also see  How to Write a Rough Outline

Identify main points

Within your research paper, you must identify the major points that will encourage prospective readers to go through your research paper. These major points must thoroughly and completely explain what the paper is trying to convey.

Separate sections

Identify the differences of the main section in your paper. Write a few sentences describing the main ideas of each section. In short, you should be able to present and thoroughly describe what each main section is focused on. It should have these basic sections:

  • Introduction, brief opening statement
  • Purpose of the study
  • Data gathering method
  • Summary of findings
  • Description of recommendations with actual justification.

Combine Information

All the information you have gathered must be then used to make your summary. Remember that your summary is just an overview of your research paper as a whole. It should be not be more than 10% of your whole paper. Also see  5 Summary Writing Examples and Samples

Making The First Draft

After establishing the basic way of writing a research summary, it is a must to write a first draft. It should follow the flow of the original paper. Here’s a few steps on how to make a first draft:

First, state the research question in the introduction of your summary. This holds the ground as to the summary’s direction. Provide an explanation why your research is interesting and how it can help your target recipients.

Second, state the hypothesis you wish to prove. This will help you and your readers stay grounded on the topic at hand.

Third, briefly discuss the methodology used in your research. Discuss and describe the procedure, materials, participants, design, etc. The analysis of your data must also be included. You may also see  How to Write a Successful Thesis Proposal

Fourth, describe the results and significance of your research. And lastly, briefly discuss the key implications of your research. The results and its interpretation should directly coincide with your hypothesis.

summary of research paper template

Editing your Research Summary

A research paper is a formal piece of writing. Your summary should be tailored to your expected readers. Say for example the prospective readers are your classmates, so the style of your paper should be clearly understood by them.

Eliminate wordiness. Avoid using unnecessary adjectives and adverbs. Write in a way it would be easier for your readers to understand. It is common for research papers to establish a word count. Avoid elongating your sentences when it has shorter versions.

Being vague in describing and explaining the points of your paper might lead to confusion in your readers part. Use specific, concrete language when presenting results. Use reliable and specific examples and references as well. You should also use scientifically accurate language to help support your claims. Avoid informal words and adjectives to describe the results of your research.

Paraphrase the information you want to include in your research paper. Direct quoting the information you have read from a different source is not oftenly used in formal writings. To give the exact credit for the information you paraphrased, follow the citation format required by your professor.

Reread your paper and let others read it as well. This way minor errors you were not able to notice can be quickly pointed out and corrected.

Research Summary Writing Tips

Your research summary should not be more than 10 pages long or not more than 10% of your original document. This keeps your research summary concise and compact. It should be short enough for your readers to read through but long enough for you to clearly explain your study.

Copy and paste

Avoid simply copy and pasting different parts of your paper into your summary. You should paraphrase parts that you want to include. As most research advisers read through all of your paper, it can easily be identified if you have copy-pasted parts from your research and might give you a bad grade.

Consider the readers

Although not a requirement from your professor, catering your summary to what the readers need is sometimes required. As some studies are given out to different influential people in the field, writing a summary that caters to the readers’ necessities might be required.

Research Article Summary Template

Research Article Summary Template

  • Google Docs

Size: 158 KB

Research Report Executive Summary Template

Research Report Executive Summary Template

Size: 120 KB

Research Summary Example

ExampleResearchSummary 1

Size: 130 KB

Research Summary Sample

Model of short paper summary 2

Size: 486 KB

Research Writing Summary Tips (continuation)

Clarity and organization.

One of the common mistakes in writing a research is publishing an unclear and unpolished summary. Bear in mind that your readers are likely reading about the topic of your research for the first time, avoid unclear and uncertain explanations and a disorganized summary.

Use strong and positive language

Use precise and strong words to help strengthen the foundation of your summary. Your summary should be able to stand alone despite it being a part of the research paper. Once you have convinced your readers with the recommendations regarding the topic of your paper, the readers should be able to find concrete evidence and explanations within your summary. Avoid pleas and biased statements in your summary, but make sure you are able to relay the sense of urgency for the recommendations you have given.

Divide into parts

To make things easier for you, divide your paper into different sections and headings, much like creating an outline. With this in mind, every point should be explained limited to its essence. In this way, you avoid writing too much information about your paper in your summary.

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In the fast-paced world of research, it's crucial to communicate your findings quickly and effectively. That's where ClickUp's Research Paper Executive Summary Template comes in handy!

This template is designed to help you create a concise and impactful executive summary for your research paper by:

  • Summarizing the key findings and results of your study
  • Outlining the methodology and approach used in your research
  • Highlighting the implications and potential impact of your findings

With ClickUp's Research Paper Executive Summary Template, you can save time and ensure that your research is easily understood by busy executives and decision-makers. Get started today and make your research stand out!

Benefits of Research Paper Executive Summary Template

When using the Research Paper Executive Summary Template in ClickUp, you'll experience the following benefits:

  • Saves time by providing a pre-designed format for creating an executive summary
  • Ensures consistency and professionalism in your research paper summaries
  • Makes it easier for busy executives to quickly grasp the main findings and implications of your research
  • Helps you effectively communicate the value and impact of your study
  • Streamlines the process of creating executive summaries, allowing you to focus on the research itself

Main Elements of Research Paper Executive Summary Template

ClickUp's Research Paper Executive Summary template is designed to help you create professional and concise summaries of your research papers. Here are the main elements of this template:

  • Doc Template: Use the pre-designed Research Paper Executive Summary template to easily structure and format your executive summary.
  • Custom Statuses: Track the progress of your executive summary with custom statuses such as In Progress, Review, and Complete.
  • Custom Fields: Add custom fields to capture important information about your research paper, such as Research Methodology, Key Findings, and Recommendations.
  • Different Views: Access different views to review and collaborate on your executive summary, including the Document Outline view, where you can quickly navigate through different sections, and the Comments view, where you can easily leave and respond to feedback.

How to Use Executive Summary for Research Paper

Writing an executive summary for a research paper can be a daunting task, but with the help of ClickUp's Research Paper Executive Summary Template, you can simplify the process. Just follow these four steps to create a concise and impactful summary:

1. Understand the purpose and scope of your research

Before you begin writing your executive summary, it's important to have a clear understanding of the purpose and scope of your research paper. What problem are you addressing, and what key findings or conclusions did you arrive at? This will help you determine what information to include in your summary.

Use the Docs feature in ClickUp to review your research paper and identify the main points that need to be highlighted in the executive summary.

2. Craft a compelling introduction

Start your executive summary with a strong and engaging introduction that captures the reader's attention. Provide a brief overview of the research topic, its significance, and any relevant background information. Clearly state the main objective of your research and why it is important.

Utilize the custom fields in ClickUp to create a section for the introduction and ensure that it is well-crafted and impactful.

3. Summarize the key findings and conclusions

In this section, summarize the main findings and conclusions of your research paper. Highlight the most important results and insights that you have discovered. Be concise and use clear language to convey your key points. Avoid unnecessary technical jargon that may confuse the reader.

Use the custom fields in ClickUp to organize and prioritize the key findings and conclusions, ensuring that they are presented in a logical and coherent manner.

4. Provide recommendations and next steps

End your executive summary by providing recommendations based on your research findings. Offer practical suggestions for further action or areas that require further investigation. This shows the reader the potential impact and value of your research.

Create tasks in ClickUp to outline the recommendations and next steps, assigning them to relevant team members if necessary. This will help ensure that your research is put into action and that the necessary follow-up is carried out.

By following these four steps and utilizing ClickUp's Research Paper Executive Summary Template, you can effectively summarize your research paper in a clear and concise manner, allowing readers to quickly grasp the main points and understand the significance of your work.

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Get Started with ClickUp’s Research Paper Executive Summary Template

Researchers and academics can use this Research Paper Executive Summary Template to create effective executive summaries for their research papers.

First, hit “Add Template” to sign up for ClickUp and add the template to your Workspace. Make sure you designate which Space or location in your Workspace you’d like this template applied.

Next, invite relevant members or guests to your Workspace to start collaborating.

Now you can take advantage of the full potential of this template to create impactful executive summaries:

  • Use the Summary View to provide a concise overview of the key findings, methodology, and implications of the research
  • The Visuals View will help you incorporate visual elements such as graphs or charts to enhance understanding
  • Use the Recommendations View to provide actionable suggestions based on the research findings
  • The References View will help you list all the sources and citations used in the research paper
  • Customize the template by adding sections such as Introduction, Methodology, Results, and Conclusion
  • Update the executive summary as you refine your research paper to ensure it accurately reflects the final version
  • Review and proofread the executive summary to ensure clarity and coherence.

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  • 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.
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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.

summary of research paper template

*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.

summary of research paper template

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.

summary of research paper template

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

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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.

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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.

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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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    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 ...