{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/does-my-rebuttal-matter-insights-from-a-major","title":"Does My Rebuttal Matter? Insights from a Major NLP Conference","arxiv_id":"1903.11367","date":"2019-03-27","proceeding":"NAACL 2019 6","authors":["Yang Gao","Steffen Eger","Ilia Kuznetsov","Iryna Gurevych","Yusuke Miyao"],"abstract":"Peer review is a core element of the scientific process, particularly in\nconference-centered fields such as ML and NLP. However, only few studies have\nevaluated its properties empirically. Aiming to fill this gap, we present a\ncorpus that contains over 4k reviews and 1.2k author responses from ACL-2018.\nWe quantitatively and qualitatively assess the corpus. This includes a pilot\nstudy on paper weaknesses given by reviewers and on quality of author\nresponses. We then focus on the role of the rebuttal phase, and propose a novel\ntask to predict after-rebuttal (i.e., final) scores from initial reviews and\nauthor responses. Although author responses do have a marginal (and\nstatistically significant) influence on the final scores, especially for\nborderline papers, our results suggest that a reviewer's final score is largely\ndetermined by her initial score and the distance to the other reviewers'\ninitial scores. In this context, we discuss the conformity bias inherent to\npeer reviewing, a bias that has largely been overlooked in previous research.\nWe hope our analyses will help better assess the usefulness of the rebuttal\nphase in NLP conferences.","url_abs":"http://arxiv.org/abs/1903.11367v2","url_pdf":"http://arxiv.org/pdf/1903.11367v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"does-my-rebuttal-matter-insights-from-a-major","repo_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"4k","task_name":"4k"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1903.11367","atlas_url":"https://app.syntology.ai/?focus=1903.11367","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1903.11367"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter","reach":{"status":"ok","spdx":"Apache-2.0"}}],"summary":{"unverified":9},"by_repo_kind":{"official":{"samples":9,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"fde43b591ce0dff2","entry":"addRebuttalScoreFeature","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/classify_after_label.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/classify_after_label.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"fde43b591ce0dff2"}},{"code_sha256_prefix":"0ff8fb9538318ef4","entry":"getFeatureScore","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/feature_alaysis.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/feature_alaysis.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"0ff8fb9538318ef4"}},{"code_sha256_prefix":"060ccd9450eca801","entry":"normaliseList","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/feature_alaysis.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/feature_alaysis.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"060ccd9450eca801"}},{"code_sha256_prefix":"b3dfca1d724a3fe0","entry":"readArguments","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/feature_alaysis.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/feature_alaysis.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b3dfca1d724a3fe0"}},{"code_sha256_prefix":"30fd16eaa6fa23e6","entry":"readText","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"getMostFrequent.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/getMostFrequent.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"30fd16eaa6fa23e6"}},{"code_sha256_prefix":"89f19f27d84a154b","entry":"selectByPCA","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/predict_after_score.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/predict_after_score.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"89f19f27d84a154b"}},{"code_sha256_prefix":"e7ad44c3c17e8ca4","entry":"selectByREF","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/predict_after_score.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/predict_after_score.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e7ad44c3c17e8ca4"}},{"code_sha256_prefix":"b0ee25deaa929a56","entry":"selectByVIF","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/predict_after_score.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/predict_after_score.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b0ee25deaa929a56"}},{"code_sha256_prefix":"a67223d68a5b1579","entry":"selectByVIF","repo":"UKPLab/naacl2019-does-my-rebuttal-matter","repo_kind":"official","path":"RebuttalAnalysis/classify_after_label.py","file_url":"https://github.com/UKPLab/naacl2019-does-my-rebuttal-matter/blob/HEAD/RebuttalAnalysis/classify_after_label.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a67223d68a5b1579"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}