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Search for the paper title, and then add the implementation on the paper page. </p> <p> Want to add an evaluation table or a task? You'll see edit buttons on the paper and task pages - just go ahead and edit! We found this a fun way to learn about new areas of machine learning and staying in tune with research. </p> <p> If you are running a competition, you can <a href="https://github.com/paperswithcode/paperswithcode-client"> mirror the competition results</a> on Papers with Code. </p> <p> Please note that any contribution you make (i.e. linking code or submitting results) will be licensed under the free <a href="https://creativecommons.org/licenses/by-sa/4.0/">CC BY-SA</a> licence. </p> <h2 id="moderation">Inclusion policy</h2> <p> To ensure high quality of data, all edits are monitored on Slack on the <code>#recentchanges</code> channel. This is an open channel and everyone is invited to follow and review contributions. </p> <p> For a result to be included as a benchmark result we require that the paper is published as pre-print, in a conference or a journal. Having code is strongly encouraged but not required so we can capture the latest published results even before the code has been released. </p> <h2 id="date">Downloading the data</h2> <p> All data is licenced under the <a href="https://creativecommons.org/licenses/by-sa/4.0/">CC BY-SA</a> licence, same as Wikipedia. </p> <p> Download links: </p> <ul> <li> <a href="https://production-media.paperswithcode.com/about/papers-with-abstracts.json.gz" download="papers-with-abstracts.json.gz"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="download"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M216 1.998h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1l-152.1 152.2c-7.5 7.5-19.8 7.5-27.3 0l-152.301-152.2c-12.6-12.6-3.7-34.1 14.1-34.1H192v-168c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24v-112c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z"/></svg></span> Papers with abstracts</a> </li> <li> <a href="https://production-media.paperswithcode.com/about/links-between-papers-and-code.json.gz" download="links-between-papers-and-code.json.gz"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="download"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M216 1.998h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1l-152.1 152.2c-7.5 7.5-19.8 7.5-27.3 0l-152.301-152.2c-12.6-12.6-3.7-34.1 14.1-34.1H192v-168c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24v-112c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z"/></svg></span> Links between papers and code</a> </li> <li> <a href="https://production-media.paperswithcode.com/about/evaluation-tables.json.gz" download="evaluation-tables.json.gz"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="download"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M216 1.998h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1l-152.1 152.2c-7.5 7.5-19.8 7.5-27.3 0l-152.301-152.2c-12.6-12.6-3.7-34.1 14.1-34.1H192v-168c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24v-112c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z"/></svg></span> Evaluation tables</a> </li> <li> <a href="https://production-media.paperswithcode.com/about/methods.json.gz" download="methods.json.gz"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="download"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M216 1.998h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1l-152.1 152.2c-7.5 7.5-19.8 7.5-27.3 0l-152.301-152.2c-12.6-12.6-3.7-34.1 14.1-34.1H192v-168c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24v-112c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z"/></svg></span> Methods</a> </li> <li> <a href="https://production-media.paperswithcode.com/about/datasets.json.gz" download="datasets.json.gz"><span class=" icon-wrapper icon-fa icon-fa-solid" data-name="download"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M216 1.998h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1l-152.1 152.2c-7.5 7.5-19.8 7.5-27.3 0l-152.301-152.2c-12.6-12.6-3.7-34.1 14.1-34.1H192v-168c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24v-112c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z"/></svg></span> Datasets</a> </li> </ul> <h2>Additional data sources</h2> <p> The vast majority of the data is either annotated by the community or ourselves. However, we also included data from other resources that are published under a compatible licence, such as <a href="https://github.com/sebastianruder/NLP-progress">NLP-progress</a>, <a href="https://github.com/AI-metrics/AI-metrics">EFF AI metrics</a>, <a href="https://rajpurkar.github.io/SQuAD-explorer/">SQuAD</a> and <a href="https://github.com/RedditSota/state-of-the-art-result-for-machine-learning-problems">RedditSota</a>. </p> <p> More information on what has been included and how, please see the <a href="https://github.com/paperswithcode/sota-extractor">paperswithcode/sota-extractor</a> repository. </p> <h2 id="team">Team</h2> <p> The core Papers with Code team is based in Meta AI Research. </p> <p> Papers with Code is a community project. No data is shared with any Meta Platforms product. </p> <p> All contributions are welcome! </p> </main> </div> <div class="footer"> <div class="footer-contact"> <span class="footer-contact-item">Contact us on:</span> <a class="footer-contact-item" href="mailto:hello@paperswithcode.com"> <span class=" icon-wrapper icon-ion" data-name="mail"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M424 80H88a56.06 56.06 0 0 0-56 56v240a56.06 56.06 0 0 0 56 56h336a56.06 56.06 0 0 0 56-56V136a56.06 56.06 0 0 0-56-56zm-14.18 92.63l-144 112a16 16 0 0 1-19.64 0l-144-112a16 16 0 1 1 19.64-25.26L256 251.73l134.18-104.36a16 16 0 0 1 19.64 25.26z"/></svg></span> hello@paperswithcode.com </a>. <span class="footer-contact-item"> Papers With Code is a free resource with all data licensed under <a rel="noreferrer" href="https://creativecommons.org/licenses/by-sa/4.0/">CC-BY-SA</a>. </span> </div> <div class="footer-links"> <a href="/site/terms">Terms</a> <a 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