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no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 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0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"actions","context":"product","tag":"link","label":"actions_link_product_navbar"}" href="https://github.com/features/actions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-workflow color-fg-subtle mr-3"> <path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path> </svg> <div> <div class="color-fg-default h4">Actions</div> Automate any workflow </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"codespaces","context":"product","tag":"link","label":"codespaces_link_product_navbar"}" href="https://github.com/features/codespaces"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-codespaces color-fg-subtle mr-3"> <path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"issues","context":"product","tag":"link","label":"issues_link_product_navbar"}" href="https://github.com/features/issues"> <svg aria-hidden="true" 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6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" 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data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 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<label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="8q2TburfbtmSeApEgXzDXrEnu87QAXgo2W2yeCmMeLGip4rhO6gqB/dpy574U3sAnid37rhVhiLsTh0hQ2zbMQ==" /> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField"> <div class="form-group"> <label for="custom_scope_name">Name</label> <auto-check src="/search/custom_scopes/check_name" required> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="rC/W+rW2hrAZn6r/MVbirAzyfcz1ca+3KvIXhY9Rj0ff01KinDOgAtb/JcshOIndvXlwwJSNHdbGai75ATYb5Q==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div 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style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/allenai/s2orc","user_id":null}}" data-hydro-click-hmac="049652ab159dc8dd20de18f5e8e74753c8e886b5feb0da7960085cf1ab0d5daa" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=allenai%2Fs2orc" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/allenai/s2orc","user_id":null}}" data-hydro-click-hmac="049652ab159dc8dd20de18f5e8e74753c8e886b5feb0da7960085cf1ab0d5daa" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/<user-name>/<repo-name>;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 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aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled > <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class=""> <main id="js-repo-pjax-container" > <div id="repository-container-header" class="pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace> <div class="d-flex 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1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg>Fork <span id="repo-network-counter" data-pjax-replace="true" data-turbo-replace="true" title="66" data-view-component="true" class="Counter">66</span> </a> </li> <li> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fallenai%2Fs2orc" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":219476337,"auth_type":"LOG_IN","originating_url":"https://github.com/allenai/s2orc","user_id":null}}" data-hydro-click-hmac="131e125107db80cef7c0fd512d5a9888d72d0b47270cee869c788db719d1d7ce" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 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</div> </div> <div id="responsive-meta-container" data-turbo-replace> <div class="d-block d-md-none mb-2 px-3 px-md-4 px-lg-5"> <p class="f4 mb-3 "> S2ORC: The Semantic Scholar Open Research Corpus: <a href="https://www.aclweb.org/anthology/2020.acl-main.447/" rel="nofollow">https://www.aclweb.org/anthology/2020.acl-main.447/</a> </p> <div class="mb-3"> <a class="Link--secondary no-underline mr-3" href="/allenai/s2orc/stargazers"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star mr-1"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <span class="text-bold">836</span> stars </a> <a class="Link--secondary no-underline mr-3" href="/allenai/s2orc/forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-1"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <span class="text-bold">66</span> forks </a> <a class="Link--secondary no-underline mr-3 d-inline-block" href="/allenai/s2orc/branches"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon 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href=\"https://raw.githubusercontent.com/allenai/s2orc/master/assets/logo.svg\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/allenai/s2orc/master/assets/logo.svg\" alt=\"Logo of S2ORC, pronounced stork\" width=\"20%\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eS2ORC: The Semantic Scholar Open Research Corpus\u003c/h1\u003e\u003ca id=\"user-content-s2orc-the-semantic-scholar-open-research-corpus\" class=\"anchor\" aria-label=\"Permalink: S2ORC: The Semantic Scholar Open Research Corpus\" href=\"#s2orc-the-semantic-scholar-open-research-corpus\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eS2ORC is a general-purpose corpus for NLP and text mining research over scientific papers.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"#download-instructions\"\u003eDownload instructions\u003c/a\u003e\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eS2ORC was developed by \u003ca href=\"https://kyleclo.github.io/\" rel=\"nofollow\"\u003eKyle Lo\u003c/a\u003e and \u003ca href=\"https://llwang.net/\" rel=\"nofollow\"\u003eLucy Lu Wang\u003c/a\u003e at the \u003ca href=\"https://allenai.org/\" rel=\"nofollow\"\u003eAllen Institute for AI\u003c/a\u003e. It is now being maintained as a product offering by the API team at \u003ca href=\"https://www.semanticscholar.org/product/api\" rel=\"nofollow\"\u003eSemantic Scholar\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003eS2ORC is released under the \u003ca href=\"https://opendatacommons.org/licenses/by/1-0/\" rel=\"nofollow\"\u003eODC-By 1.0\u003c/a\u003e. By using S2ORC, you agree to the terms in the license.\u003c/li\u003e\n\u003cli\u003ePlease cite \u003ca href=\"https://www.aclweb.org/anthology/2020.acl-main.447\" rel=\"nofollow\"\u003eour ACL 2020 paper\u003c/a\u003e if you use S2ORC for your project. See the \u003ca href=\"#citation\"\u003eBibTeX\u003c/a\u003e. You can also watch \u003ca href=\"https://slideslive.com/38929131/s2orc-the-semantic-scholar-open-research-corpus\" rel=\"nofollow\"\u003eour 12 min ACL 2020 talk\u003c/a\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eNews and Releases\u003c/h2\u003e\u003ca id=\"user-content-news-and-releases\" class=\"anchor\" aria-label=\"Permalink: News and Releases\" href=\"#news-and-releases\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e⭐ \u003cstrong\u003eS2ORC now available through S2 API\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIt's Jan 2023; happy new year! After years of managing S2ORC as a research project, it has now been adopted as a core dataset offering through the \u003ca href=\"https://www.semanticscholar.org/product/api\" rel=\"nofollow\"\u003eSemantic Scholar Public API\u003c/a\u003e. Please look for the instructions under \"Bulk Dataset\" for download!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eS2ORC is now available through the \u003ca href=\"https://www.semanticscholar.org/product/api\" rel=\"nofollow\"\u003eSemantic Scholar Public API\u003c/a\u003e as a \"Bulk Dataset\". It is continuously being rebuilt so if you access it through there, you'll get access to \u003cstrong\u003enew\u003c/strong\u003e papers as well!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eSoftware Release: 2021-02-01\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eReleased \u003ca href=\"https://github.com/allenai/s2orc-doc2json\"\u003es2orc-doc2json\u003c/a\u003e to support parsing of PDF and LaTeX to JSON format.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eS2ORC Release: 2020-07-05\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eReleased a new version of S2ORC containing papers up until 2020-04-14, bringing full text coverage from 8M to 12M.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eLifted some paper filters to be more lenient toward papers that don't have sufficient amount of text. This brought total paper count to 136M from 81M.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eUpdated the schema to keep paper metadata and parsed paper text separate.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFixed major bugs such as (i) missing section names, (ii) inline citation mention links that don't resolve to bibliographies, and (iii) unpredictable typing in certain metadata fields.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eOmitted LaTeX parses from this release. They will be added in a subsequent release. Part of the dataset schema change is to accommodate incremental releases (e.g. LaTeX-only release without having to re-run PDF parsing).\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFeb 2023 update: We are no longer supporting access to this version \u0026amp; recommend everyone use the latest way of accessing S2ORC through the Semantic Scholar Public API. If you must use this version and need assistance, please contact Kyle and Lucy.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eProject Status: 2020-04-07\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eS2ORC has been accepted to ACL 2020!\u003c/li\u003e\n\u003cli\u003eWe've changed the name of the project to S2ORC. We will update the \u003ca href=\"https://arxiv.org/abs/1911.02782\" rel=\"nofollow\"\u003epreprint\u003c/a\u003e shortly with the new name.\u003c/li\u003e\n\u003cli\u003eThe \u003ca href=\"#citation\"\u003eBibTeX citation\u003c/a\u003e has also been changed to reflect this.\u003c/li\u003e\n\u003cli\u003eFeb 2023 update: We are no longer supporting access to this version \u0026amp; recommend everyone use the latest way of accessing S2ORC through the Semantic Scholar Public API. If you must use this version and need assistance, please contact Kyle and Lucy.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eS2ORC Release: 2019-09-28\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eStatistics: 81M+ paper nodes; 73M+ gold abstracts; 8M+ full text papers\u003c/li\u003e\n\u003cli\u003eDue to release bugs (e.g. missing section names), we no longer recommend usage of this version. If you must use this version and need assistance, please contact Kyle and Lucy.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDownload instructions\u003c/h2\u003e\u003ca id=\"user-content-download-instructions\" class=\"anchor\" aria-label=\"Permalink: Download instructions\" href=\"#download-instructions\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe original S2ORC dataset files were refactored into multiple datasets available through \u003ca href=\"https://api.semanticscholar.org/\" rel=\"nofollow\"\u003ethe Semantic Scholar APIs\u003c/a\u003e (See detailed documentation \u003ca href=\"https://api.semanticscholar.org/api-docs/datasets\" rel=\"nofollow\"\u003ehere\u003c/a\u003e).\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOnce you obtain an API key from \u003ca href=\"https://www.semanticscholar.org/product/api\" rel=\"nofollow\"\u003eSemantic Scholar Public API\u003c/a\u003e, you should be able to access these bulk dumps like so:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"import json\nimport os\nimport re\nimport requests\nimport wget\nfrom tqdm import tqdm\n\n# modify these\nAPI_KEY = \u0026quot;...\u0026quot;\nDATASET_NAME = \u0026quot;s2orc\u0026quot;\nLOCAL_PATH = \u0026quot;/my/local/path/for/s2orc/\u0026quot;\nos.makedirs(LOCAL_PATH, exist_ok=True)\n\n# get latest release's ID\nresponse = requests.get(\u0026quot;https://api.semanticscholar.org/datasets/v1/release/latest\u0026quot;).json()\nRELEASE_ID = response[\u0026quot;release_id\u0026quot;]\nprint(f\u0026quot;Latest release ID: {RELEASE_ID}\u0026quot;)\n\n# get the download links for the s2orc dataset; needs to pass API key through `x-api-key` header\n# download via wget. this can take a while...\nresponse = requests.get(f\u0026quot;https://api.semanticscholar.org/datasets/v1/release/{RELEASE_ID}/dataset/{DATASET_NAME}/\u0026quot;, headers={\u0026quot;x-api-key\u0026quot;: API_KEY}).json()\nfor url in tqdm(response[\u0026quot;files\u0026quot;]):\n match = re.match(r\u0026quot;https://ai2-s2ag.s3.amazonaws.com/staging/(.*)/s2orc/(.*).gz(.*)\u0026quot;, url)\n assert match.group(1) == RELEASE_ID\n SHARD_ID = match.group(2)\n wget.download(url, out=os.path.join(LOCAL_PATH, f\u0026quot;{SHARD_ID}.gz\u0026quot;))\nprint(\u0026quot;Downloaded all shards.\u0026quot;)\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eimport json\nimport os\nimport re\nimport requests\nimport wget\nfrom tqdm import tqdm\n\n# modify these\nAPI_KEY = \"...\"\nDATASET_NAME = \"s2orc\"\nLOCAL_PATH = \"/my/local/path/for/s2orc/\"\nos.makedirs(LOCAL_PATH, exist_ok=True)\n\n# get latest release's ID\nresponse = requests.get(\"https://api.semanticscholar.org/datasets/v1/release/latest\").json()\nRELEASE_ID = response[\"release_id\"]\nprint(f\"Latest release ID: {RELEASE_ID}\")\n\n# get the download links for the s2orc dataset; needs to pass API key through `x-api-key` header\n# download via wget. this can take a while...\nresponse = requests.get(f\"https://api.semanticscholar.org/datasets/v1/release/{RELEASE_ID}/dataset/{DATASET_NAME}/\", headers={\"x-api-key\": API_KEY}).json()\nfor url in tqdm(response[\"files\"]):\n match = re.match(r\"https://ai2-s2ag.s3.amazonaws.com/staging/(.*)/s2orc/(.*).gz(.*)\", url)\n assert match.group(1) == RELEASE_ID\n SHARD_ID = match.group(2)\n wget.download(url, out=os.path.join(LOCAL_PATH, f\"{SHARD_ID}.gz\"))\nprint(\"Downloaded all shards.\")\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor questions, feature requests, bug reports, please search existing issues on \u003ca href=\"https://github.com/allenai/s2-folks/issues?q=is%3Aissue\"\u003ethe s2-folks Github repo\u003c/a\u003e before creating \u003ca href=\"https://github.com/allenai/s2-folks/issues/new\"\u003ea new issue\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContact us\u003c/h2\u003e\u003ca id=\"user-content-contact-us\" class=\"anchor\" aria-label=\"Permalink: Contact us\" href=\"#contact-us\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe best way to contact us is through email. Don't hesitate to reach out about anything; we've helped a lot of people get started with the dataset, which can be a bit daunting given its size.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eEmail:\u003c/strong\u003e Please include \u003ccode\u003e{kylel, lucyw, rodneyk\u003c/code\u003e on all correspondence.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eTwitter\u003c/strong\u003e \u003ca href=\"https://twitter.com/kylelostat\" rel=\"nofollow\"\u003e@kylelostat\u003c/a\u003e, \u003ca href=\"https://twitter.com/lucyluwang\" rel=\"nofollow\"\u003e@lucyluwang\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eGive us Feedback:\u003c/strong\u003e Totally optional, but we'd love to hear how you're using this dataset \u0026amp; any feedback for improving it. Send us an email or leave a Github Issue.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eReport issues:\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eS2ORC is now being maintained by the S2 API product team. For questions, feature requests, bug reports, please search existing issues on \u003ca href=\"https://github.com/allenai/s2-folks/issues?q=is%3Aissue\"\u003ethe s2-folks Github repo\u003c/a\u003e before creating \u003ca href=\"https://github.com/allenai/s2-folks/issues/new\"\u003ea new issue\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFAQ\u003c/h2\u003e\u003ca id=\"user-content-faq\" class=\"anchor\" aria-label=\"Permalink: FAQ\" href=\"#faq\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhat's the difference between \u003ca href=\"https://arxiv.org/abs/1911.02782\" rel=\"nofollow\"\u003eS2ORC\u003c/a\u003e and \u003ca href=\"https://dl.acm.org/doi/fullHtml/10.1145/3487553.3527147\" rel=\"nofollow\"\u003eS2AG\u003c/a\u003e?\u003c/h4\u003e\u003ca id=\"user-content-whats-the-difference-between-s2orc-and-s2ag\" class=\"anchor\" aria-label=\"Permalink: What's the difference between S2ORC and S2AG?\" href=\"#whats-the-difference-between-s2orc-and-s2ag\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAt a high level:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eS2AG is everything that is covered in the literature graph, including Nodes (i.e. papers, authors) and Edges (i.e. citations, authorship). A \u003ccode\u003epaper\u003c/code\u003e in S2AG is represented by a bundle of Metadata, such as the Title, Authors, Year, Venue, Abstract, etc. You can download different releases of S2AG via the \u003ca href=\"https://api.semanticscholar.org/\" rel=\"nofollow\"\u003ethe Semantic Scholar APIs\u003c/a\u003e (See detailed documentation \u003ca href=\"https://api.semanticscholar.org/api-docs/datasets\" rel=\"nofollow\"\u003ehere\u003c/a\u003e).\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eS2ORC is everything that is machine-readable \u003cstrong\u003efull text\u003c/strong\u003e of the paper, which we derive using models run on the paper's PDF. The original S2ORC dataset files are no longer available for download. They were refactored into multiple datasets available through \u003ca href=\"https://api.semanticscholar.org/\" rel=\"nofollow\"\u003ethe Semantic Scholar APIs\u003c/a\u003e (See detailed documentation \u003ca href=\"https://api.semanticscholar.org/api-docs/datasets\" rel=\"nofollow\"\u003ehere\u003c/a\u003e).\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eIf you're unsure what to use or cite, please email us and we'd be happy to discuss your project with you.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eI have an old version of S2ORC. How is it different from the version of S2ORC from the S2 API?\u003c/h4\u003e\u003ca id=\"user-content-i-have-an-old-version-of-s2orc-how-is-it-different-from-the-version-of-s2orc-from-the-s2-api\" class=\"anchor\" aria-label=\"Permalink: I have an old version of S2ORC. How is it different from the version of S2ORC from the S2 API?\" href=\"#i-have-an-old-version-of-s2orc-how-is-it-different-from-the-version-of-s2orc-from-the-s2-api\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eOriginal S2ORC was a research project w/ original code. The current S2ORC is a reimplementation of the ideas from the research project within the Semantic Scholar data pipeline. As such, there can be differences due to low level implementation details being different.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eCurrent S2ORC is maintained by a different team than the original researchers.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eOriginal S2ORC was released under a non-commercial license. The current S2ORC is released under an ODC-By 1.0 license. We ask that users take care to double-check whether their intended usage of S2ORC and its underlying contents is permissible under this license.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eS2ORC is currently released through the \u003ca href=\"https://www.semanticscholar.org/product/api\" rel=\"nofollow\"\u003eSemantic Scholar Public API\u003c/a\u003e under the \u003ca href=\"https://opendatacommons.org/licenses/by/1-0/\" rel=\"nofollow\"\u003eODC-By 1.0\u003c/a\u003e. By using S2ORC, you are agreeing to its usage terms.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCitation\u003c/h2\u003e\u003ca id=\"user-content-citation\" class=\"anchor\" aria-label=\"Permalink: Citation\" href=\"#citation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf using this dataset, please cite:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"@inproceedings{lo-wang-2020-s2orc,\n title = \u0026quot;{S}2{ORC}: The Semantic Scholar Open Research Corpus\u0026quot;,\n author = \u0026quot;Lo, Kyle and Wang, Lucy Lu and Neumann, Mark and Kinney, Rodney and Weld, Daniel\u0026quot;,\n booktitle = \u0026quot;Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics\u0026quot;,\n month = jul,\n year = \u0026quot;2020\u0026quot;,\n address = \u0026quot;Online\u0026quot;,\n publisher = \u0026quot;Association for Computational Linguistics\u0026quot;,\n url = \u0026quot;https://www.aclweb.org/anthology/2020.acl-main.447\u0026quot;,\n doi = \u0026quot;10.18653/v1/2020.acl-main.447\u0026quot;,\n pages = \u0026quot;4969--4983\u0026quot;\n}\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e@inproceedings{lo-wang-2020-s2orc,\n title = \"{S}2{ORC}: The Semantic Scholar Open Research Corpus\",\n author = \"Lo, Kyle and Wang, Lucy Lu and Neumann, Mark and Kinney, Rodney and Weld, Daniel\",\n booktitle = \"Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics\",\n month = jul,\n year = \"2020\",\n address = \"Online\",\n publisher = \"Association for Computational Linguistics\",\n url = \"https://www.aclweb.org/anthology/2020.acl-main.447\",\n doi = \"10.18653/v1/2020.acl-main.447\",\n pages = \"4969--4983\"\n}\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"S2ORC: The Semantic Scholar Open Research Corpus","anchor":"s2orc-the-semantic-scholar-open-research-corpus","htmlText":"S2ORC: The Semantic Scholar Open Research Corpus"},{"level":2,"text":"News and Releases","anchor":"news-and-releases","htmlText":"News and Releases"},{"level":2,"text":"Download instructions","anchor":"download-instructions","htmlText":"Download instructions"},{"level":2,"text":"Contact us","anchor":"contact-us","htmlText":"Contact us"},{"level":2,"text":"FAQ","anchor":"faq","htmlText":"FAQ"},{"level":4,"text":"What's the difference between S2ORC and S2AG?","anchor":"whats-the-difference-between-s2orc-and-s2ag","htmlText":"What's the difference between S2ORC and S2AG?"},{"level":4,"text":"I have an old version of S2ORC. How is it different from the version of S2ORC from the S2 API?","anchor":"i-have-an-old-version-of-s2orc-how-is-it-different-from-the-version-of-s2orc-from-the-s2-api","htmlText":"I have an old version of S2ORC. 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0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path></svg></button></div></div></div><div class="Box-sc-g0xbh4-0 vIPPs"><div data-hpc="true"><button hidden="" data-testid="focus-next-element-button" data-hotkey="j"></button><button hidden="" data-testid="focus-previous-element-button" data-hotkey="k"></button><h2 class="sr-only prc-Heading-Heading-6CmGO" data-testid="screen-reader-heading" id="folders-and-files">Folders and files</h2><table aria-labelledby="folders-and-files" class="Box-sc-g0xbh4-0 fdROMU"><thead class="Box-sc-g0xbh4-0 jGKpsv"><tr class="Box-sc-g0xbh4-0 jdgHnn"><th colSpan="2" class="Box-sc-g0xbh4-0 bQivRW"><span class="text-bold">Name</span></th><th colSpan="1" class="Box-sc-g0xbh4-0 ldkMIO"><span class="text-bold">Name</span></th><th class="hide-sm"><div title="Last commit message" class="Truncate__StyledTruncate-sc-23o1d2-0 liVpTx width-fit"><span class="text-bold">Last commit 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0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><p align="center" dir="auto"> <a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/allenai/s2orc/master/assets/logo.svg"><img src="https://raw.githubusercontent.com/allenai/s2orc/master/assets/logo.svg" alt="Logo of S2ORC, pronounced stork" width="20%" style="max-width: 100%;"></a> </p> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">S2ORC: The Semantic Scholar Open Research Corpus</h1><a id="user-content-s2orc-the-semantic-scholar-open-research-corpus" class="anchor" aria-label="Permalink: S2ORC: The Semantic Scholar Open Research Corpus" href="#s2orc-the-semantic-scholar-open-research-corpus"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">S2ORC is a general-purpose corpus for NLP and text mining research over scientific papers.</p> <ul dir="auto"> <li><strong><a href="#download-instructions">Download instructions</a></strong>.</li> <li>S2ORC was developed by <a href="https://kyleclo.github.io/" rel="nofollow">Kyle Lo</a> and <a href="https://llwang.net/" rel="nofollow">Lucy Lu Wang</a> at the <a href="https://allenai.org/" rel="nofollow">Allen Institute for AI</a>. It is now being maintained as a product offering by the API team at <a href="https://www.semanticscholar.org/product/api" rel="nofollow">Semantic Scholar</a>.</li> <li>S2ORC is released under the <a href="https://opendatacommons.org/licenses/by/1-0/" rel="nofollow">ODC-By 1.0</a>. By using S2ORC, you agree to the terms in the license.</li> <li>Please cite <a href="https://www.aclweb.org/anthology/2020.acl-main.447" rel="nofollow">our ACL 2020 paper</a> if you use S2ORC for your project. See the <a href="#citation">BibTeX</a>. You can also watch <a href="https://slideslive.com/38929131/s2orc-the-semantic-scholar-open-research-corpus" rel="nofollow">our 12 min ACL 2020 talk</a>.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">News and Releases</h2><a id="user-content-news-and-releases" class="anchor" aria-label="Permalink: News and Releases" href="#news-and-releases"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">⭐ <strong>S2ORC now available through S2 API</strong></p> <p dir="auto">It's Jan 2023; happy new year! After years of managing S2ORC as a research project, it has now been adopted as a core dataset offering through the <a href="https://www.semanticscholar.org/product/api" rel="nofollow">Semantic Scholar Public API</a>. Please look for the instructions under "Bulk Dataset" for download!</p> <p dir="auto">S2ORC is now available through the <a href="https://www.semanticscholar.org/product/api" rel="nofollow">Semantic Scholar Public API</a> as a "Bulk Dataset". It is continuously being rebuilt so if you access it through there, you'll get access to <strong>new</strong> papers as well!</p> <p dir="auto"><strong>Software Release: 2021-02-01</strong></p> <ul dir="auto"> <li>Released <a href="https://github.com/allenai/s2orc-doc2json">s2orc-doc2json</a> to support parsing of PDF and LaTeX to JSON format.</li> </ul> <p dir="auto"><strong>S2ORC Release: 2020-07-05</strong></p> <ul dir="auto"> <li> <p dir="auto">Released a new version of S2ORC containing papers up until 2020-04-14, bringing full text coverage from 8M to 12M.</p> </li> <li> <p dir="auto">Lifted some paper filters to be more lenient toward papers that don't have sufficient amount of text. This brought total paper count to 136M from 81M.</p> </li> <li> <p dir="auto">Updated the schema to keep paper metadata and parsed paper text separate.</p> </li> <li> <p dir="auto">Fixed major bugs such as (i) missing section names, (ii) inline citation mention links that don't resolve to bibliographies, and (iii) unpredictable typing in certain metadata fields.</p> </li> <li> <p dir="auto">Omitted LaTeX parses from this release. They will be added in a subsequent release. Part of the dataset schema change is to accommodate incremental releases (e.g. LaTeX-only release without having to re-run PDF parsing).</p> </li> <li> <p dir="auto">Feb 2023 update: We are no longer supporting access to this version & recommend everyone use the latest way of accessing S2ORC through the Semantic Scholar Public API. If you must use this version and need assistance, please contact Kyle and Lucy.</p> </li> </ul> <p dir="auto"><strong>Project Status: 2020-04-07</strong></p> <ul dir="auto"> <li>S2ORC has been accepted to ACL 2020!</li> <li>We've changed the name of the project to S2ORC. We will update the <a href="https://arxiv.org/abs/1911.02782" rel="nofollow">preprint</a> shortly with the new name.</li> <li>The <a href="#citation">BibTeX citation</a> has also been changed to reflect this.</li> <li>Feb 2023 update: We are no longer supporting access to this version & recommend everyone use the latest way of accessing S2ORC through the Semantic Scholar Public API. If you must use this version and need assistance, please contact Kyle and Lucy.</li> </ul> <p dir="auto"><strong>S2ORC Release: 2019-09-28</strong></p> <ul dir="auto"> <li>Statistics: 81M+ paper nodes; 73M+ gold abstracts; 8M+ full text papers</li> <li>Due to release bugs (e.g. missing section names), we no longer recommend usage of this version. If you must use this version and need assistance, please contact Kyle and Lucy.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Download instructions</h2><a id="user-content-download-instructions" class="anchor" aria-label="Permalink: Download instructions" href="#download-instructions"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The original S2ORC dataset files were refactored into multiple datasets available through <a href="https://api.semanticscholar.org/" rel="nofollow">the Semantic Scholar APIs</a> (See detailed documentation <a href="https://api.semanticscholar.org/api-docs/datasets" rel="nofollow">here</a>).</p> <p dir="auto">Once you obtain an API key from <a href="https://www.semanticscholar.org/product/api" rel="nofollow">Semantic Scholar Public API</a>, you should be able to access these bulk dumps like so:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="import json import os import re import requests import wget from tqdm import tqdm # modify these API_KEY = "..." DATASET_NAME = "s2orc" LOCAL_PATH = "/my/local/path/for/s2orc/" os.makedirs(LOCAL_PATH, exist_ok=True) # get latest release's ID response = requests.get("https://api.semanticscholar.org/datasets/v1/release/latest").json() RELEASE_ID = response["release_id"] print(f"Latest release ID: {RELEASE_ID}") # get the download links for the s2orc dataset; needs to pass API key through `x-api-key` header # download via wget. this can take a while... response = requests.get(f"https://api.semanticscholar.org/datasets/v1/release/{RELEASE_ID}/dataset/{DATASET_NAME}/", headers={"x-api-key": API_KEY}).json() for url in tqdm(response["files"]): match = re.match(r"https://ai2-s2ag.s3.amazonaws.com/staging/(.*)/s2orc/(.*).gz(.*)", url) assert match.group(1) == RELEASE_ID SHARD_ID = match.group(2) wget.download(url, out=os.path.join(LOCAL_PATH, f"{SHARD_ID}.gz")) print("Downloaded all shards.")"><pre class="notranslate"><code>import json import os import re import requests import wget from tqdm import tqdm # modify these API_KEY = "..." DATASET_NAME = "s2orc" LOCAL_PATH = "/my/local/path/for/s2orc/" os.makedirs(LOCAL_PATH, exist_ok=True) # get latest release's ID response = requests.get("https://api.semanticscholar.org/datasets/v1/release/latest").json() RELEASE_ID = response["release_id"] print(f"Latest release ID: {RELEASE_ID}") # get the download links for the s2orc dataset; needs to pass API key through `x-api-key` header # download via wget. this can take a while... response = requests.get(f"https://api.semanticscholar.org/datasets/v1/release/{RELEASE_ID}/dataset/{DATASET_NAME}/", headers={"x-api-key": API_KEY}).json() for url in tqdm(response["files"]): match = re.match(r"https://ai2-s2ag.s3.amazonaws.com/staging/(.*)/s2orc/(.*).gz(.*)", url) assert match.group(1) == RELEASE_ID SHARD_ID = match.group(2) wget.download(url, out=os.path.join(LOCAL_PATH, f"{SHARD_ID}.gz")) print("Downloaded all shards.") </code></pre></div> <p dir="auto">For questions, feature requests, bug reports, please search existing issues on <a href="https://github.com/allenai/s2-folks/issues?q=is%3Aissue">the s2-folks Github repo</a> before creating <a href="https://github.com/allenai/s2-folks/issues/new">a new issue</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contact us</h2><a id="user-content-contact-us" class="anchor" aria-label="Permalink: Contact us" href="#contact-us"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The best way to contact us is through email. Don't hesitate to reach out about anything; we've helped a lot of people get started with the dataset, which can be a bit daunting given its size.</p> <p dir="auto"><strong>Email:</strong> Please include <code>{kylel, lucyw, rodneyk</code> on all correspondence.</p> <p dir="auto"><strong>Twitter</strong> <a href="https://twitter.com/kylelostat" rel="nofollow">@kylelostat</a>, <a href="https://twitter.com/lucyluwang" rel="nofollow">@lucyluwang</a></p> <p dir="auto"><strong>Give us Feedback:</strong> Totally optional, but we'd love to hear how you're using this dataset & any feedback for improving it. Send us an email or leave a Github Issue.</p> <p dir="auto"><strong>Report issues:</strong></p> <p dir="auto">S2ORC is now being maintained by the S2 API product team. For questions, feature requests, bug reports, please search existing issues on <a href="https://github.com/allenai/s2-folks/issues?q=is%3Aissue">the s2-folks Github repo</a> before creating <a href="https://github.com/allenai/s2-folks/issues/new">a new issue</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">FAQ</h2><a id="user-content-faq" class="anchor" aria-label="Permalink: FAQ" href="#faq"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">What's the difference between <a href="https://arxiv.org/abs/1911.02782" rel="nofollow">S2ORC</a> and <a href="https://dl.acm.org/doi/fullHtml/10.1145/3487553.3527147" rel="nofollow">S2AG</a>?</h4><a id="user-content-whats-the-difference-between-s2orc-and-s2ag" class="anchor" aria-label="Permalink: What's the difference between S2ORC and S2AG?" href="#whats-the-difference-between-s2orc-and-s2ag"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">At a high level:</p> <ul dir="auto"> <li> <p dir="auto">S2AG is everything that is covered in the literature graph, including Nodes (i.e. papers, authors) and Edges (i.e. citations, authorship). A <code>paper</code> in S2AG is represented by a bundle of Metadata, such as the Title, Authors, Year, Venue, Abstract, etc. You can download different releases of S2AG via the <a href="https://api.semanticscholar.org/" rel="nofollow">the Semantic Scholar APIs</a> (See detailed documentation <a href="https://api.semanticscholar.org/api-docs/datasets" rel="nofollow">here</a>).</p> </li> <li> <p dir="auto">S2ORC is everything that is machine-readable <strong>full text</strong> of the paper, which we derive using models run on the paper's PDF. The original S2ORC dataset files are no longer available for download. They were refactored into multiple datasets available through <a href="https://api.semanticscholar.org/" rel="nofollow">the Semantic Scholar APIs</a> (See detailed documentation <a href="https://api.semanticscholar.org/api-docs/datasets" rel="nofollow">here</a>).</p> </li> </ul> <p dir="auto">If you're unsure what to use or cite, please email us and we'd be happy to discuss your project with you.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">I have an old version of S2ORC. How is it different from the version of S2ORC from the S2 API?</h4><a id="user-content-i-have-an-old-version-of-s2orc-how-is-it-different-from-the-version-of-s2orc-from-the-s2-api" class="anchor" aria-label="Permalink: I have an old version of S2ORC. How is it different from the version of S2ORC from the S2 API?" href="#i-have-an-old-version-of-s2orc-how-is-it-different-from-the-version-of-s2orc-from-the-s2-api"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li> <p dir="auto">Original S2ORC was a research project w/ original code. The current S2ORC is a reimplementation of the ideas from the research project within the Semantic Scholar data pipeline. As such, there can be differences due to low level implementation details being different.</p> </li> <li> <p dir="auto">Current S2ORC is maintained by a different team than the original researchers.</p> </li> <li> <p dir="auto">Original S2ORC was released under a non-commercial license. The current S2ORC is released under an ODC-By 1.0 license. We ask that users take care to double-check whether their intended usage of S2ORC and its underlying contents is permissible under this license.</p> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">S2ORC is currently released through the <a href="https://www.semanticscholar.org/product/api" rel="nofollow">Semantic Scholar Public API</a> under the <a href="https://opendatacommons.org/licenses/by/1-0/" rel="nofollow">ODC-By 1.0</a>. By using S2ORC, you are agreeing to its usage terms.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Citation</h2><a id="user-content-citation" class="anchor" aria-label="Permalink: Citation" href="#citation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">If using this dataset, please cite:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="@inproceedings{lo-wang-2020-s2orc, title = "{S}2{ORC}: The Semantic Scholar Open Research Corpus", author = "Lo, Kyle and Wang, Lucy Lu and Neumann, Mark and Kinney, Rodney and Weld, Daniel", booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics", month = jul, year = "2020", address = "Online", publisher = "Association for Computational Linguistics", url = "https://www.aclweb.org/anthology/2020.acl-main.447", doi = "10.18653/v1/2020.acl-main.447", pages = "4969--4983" }"><pre class="notranslate"><code>@inproceedings{lo-wang-2020-s2orc, title = "{S}2{ORC}: The Semantic Scholar Open Research Corpus", author = "Lo, Kyle and Wang, Lucy Lu and Neumann, Mark and Kinney, Rodney and Weld, Daniel", booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics", month = jul, year = "2020", address = "Online", publisher = "Association for Computational Linguistics", url = "https://www.aclweb.org/anthology/2020.acl-main.447", doi = "10.18653/v1/2020.acl-main.447", pages = "4969--4983" } </code></pre></div> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="7uc+KSiK7yJKTd+JV7J5X5rD3mbizaU/DPHvwRV2QnN55XU5dKoj15xS05HM8bdmRNlH02/zW9Kjft49x/M5JQ==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> S2ORC: The Semantic Scholar Open Research Corpus: <a href="https://www.aclweb.org/anthology/2020.acl-main.447/" rel="nofollow">https://www.aclweb.org/anthology/2020.acl-main.447/</a> </p> <h3 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.216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>836</strong> stars </a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/allenai/s2orc/watchers" data-view-component="true" class="Link Link--muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>25</strong> watching </a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/allenai/s2orc/forks" data-view-component="true" class="Link Link--muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>66</strong> forks </a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fallenai%2Fs2orc&report=allenai+%28user%29"> Report repository </a> 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