{"id":"https://openalex.org/W4415157997","doi":"https://doi.org/10.48550/arxiv.2504.09737","title":"Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025","display_name":"Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025","publication_year":2025,"publication_date":"2025-04-13","ids":{"openalex":"https://openalex.org/W4415157997","doi":"https://doi.org/10.48550/arxiv.2504.09737"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2504.09737","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.09737","pdf_url":"https://arxiv.org/pdf/2504.09737","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2504.09737","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014469990","display_name":"Nitya Thakkar","orcid":"https://orcid.org/0000-0002-5647-6775","observed_orcids":["https://orcid.org/0000-0002-5647-6775"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thakkar, Nitya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061433075","display_name":"Mert Y\u00fcksekg\u00f6n\u00fcl","orcid":"https://orcid.org/0000-0002-9761-8178","observed_orcids":["https://orcid.org/0000-0002-9761-8178"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuksekgonul, Mert","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099381749","display_name":"Jake Silberg","orcid":"https://orcid.org/0009-0009-9743-4502","observed_orcids":["https://orcid.org/0009-0009-9743-4502"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Silberg, Jake","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061193324","display_name":"Animesh Garg","orcid":"https://orcid.org/0000-0003-0482-4296","observed_orcids":["https://orcid.org/0000-0003-0482-4296"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Garg, Animesh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030248499","display_name":"Nanyun Peng","orcid":"https://orcid.org/0000-0002-8509-6595","observed_orcids":["https://orcid.org/0000-0002-8509-6595"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peng, Nanyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101544732","display_name":"Fei Sha","orcid":"https://orcid.org/0000-0002-9382-0010","observed_orcids":["https://orcid.org/0000-0002-9382-0010"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sha, Fei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Yu, Rose","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Rose","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103033393","display_name":"Carl Vondrick","orcid":"https://orcid.org/0000-0003-1139-9208","observed_orcids":["https://orcid.org/0000-0003-1139-9208","https://orcid.org/0000-0001-5676-2387"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vondrick, Carl","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5005779176","display_name":"James Zou","orcid":"https://orcid.org/0000-0001-8880-4764","observed_orcids":["https://orcid.org/0000-0001-8880-4764"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zou, James","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13516","display_name":"Publishing and Scholarly Communication","score":0.20630000531673431,"subfield":{"id":"https://openalex.org/subfields/1207","display_name":"History and Philosophy of Science"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13516","display_name":"Publishing and Scholarly Communication","score":0.20630000531673431,"subfield":{"id":"https://openalex.org/subfields/1207","display_name":"History and Philosophy of Science"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12648","display_name":"Academic Writing and Publishing","score":0.18369999527931213,"subfield":{"id":"https://openalex.org/subfields/1207","display_name":"History and Philosophy of Science"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13607","display_name":"Academic Publishing and Open Access","score":0.05079999938607216,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/peer-review","display_name":"peer review","score":0.753000020980835},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8029999732971191},{"id":"https://openalex.org/keywords/ai-feedback","display_name":"AI-generated feedback","score":0.6629999876022339},{"id":"https://openalex.org/keywords/review-quality","display_name":"review quality","score":0.7210000157356262}],"concepts":[{"id":"https://openalex.org/C2777146004","wikidata":"https://www.wikidata.org/wiki/Q14949826","display_name":"CLARITY","level":2,"score":0.7174000144004822},{"id":"https://openalex.org/C42058189","wikidata":"https://www.wikidata.org/wiki/Q7160400","display_name":"Peer feedback","level":2,"score":0.7164999842643738},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.6004999876022339},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5044000148773193},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4950000047683716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48089998960494995},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.4708000123500824},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C3018651601","wikidata":"https://www.wikidata.org/wiki/Q183635","display_name":"Feedback control","level":2,"score":0.3878999948501587},{"id":"https://openalex.org/C138368954","wikidata":"https://www.wikidata.org/wiki/Q215028","display_name":"Peer review","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C38956757","wikidata":"https://www.wikidata.org/wiki/Q716215","display_name":"Audio feedback","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.328000009059906},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3154999911785126},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3102000057697296},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3093000054359436},{"id":"https://openalex.org/C3017962763","wikidata":"https://www.wikidata.org/wiki/Q427492","display_name":"Feedback regulation","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C186886427","wikidata":"https://www.wikidata.org/wiki/Q5441213","display_name":"Feedback loop","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2777999937534332},{"id":"https://openalex.org/C2778143727","wikidata":"https://www.wikidata.org/wiki/Q1820650","display_name":"Readability","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.2687000036239624},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2680000066757202},{"id":"https://openalex.org/C93586867","wikidata":"https://www.wikidata.org/wiki/Q62527","display_name":"Negative feedback","level":3,"score":0.26190000772476196},{"id":"https://openalex.org/C2988746165","wikidata":"https://www.wikidata.org/wiki/Q215028","display_name":"Peer evaluation","level":3,"score":0.2612999975681305}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2504.09737","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.09737","pdf_url":"https://arxiv.org/pdf/2504.09737","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2504.09737","doi":"https://doi.org/10.48550/arxiv.2504.09737","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2504.09737","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2504.09737","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2504.09737","pdf_url":"https://arxiv.org/pdf/2504.09737","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[{"id":"https://openalex.org/study-designs/clinical-trial","display_name":"Clinical Trial"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7131125571","https://openalex.org/W7162804100","https://openalex.org/W4416034483","https://openalex.org/W4417299935","https://openalex.org/W7172489583","https://openalex.org/W4403006832","https://openalex.org/W7131424764","https://openalex.org/W4405561462","https://openalex.org/W7154729717","https://openalex.org/W7124268988"],"abstract_inverted_index":{"Peer":[0],"review":[1,15,40,223,228],"at":[2,59,86,251],"AI":[3,165,201],"conferences":[4],"is":[5,248],"stressed":[6],"by":[7,44,99,145,191,230],"rapidly":[8],"rising":[9],"submission":[10],"volumes,":[11],"leading":[12],"to":[13,38,56,73,105,114,159,168,199],"deteriorating":[14],"quality":[16,229],"and":[17,42,53,135,185,235,242],"increased":[18],"author":[19],"dissatisfaction.":[20],"To":[21,80],"address":[22],"these":[23],"issues,":[24],"we":[25,89],"developed":[26,91],"Review":[27,245],"Feedback":[28,246],"Agent,":[29],"a":[30,63,92],"system":[31,69],"leveraging":[32],"multiple":[33],"large":[34,64],"language":[35],"models":[36],"(LLMs)":[37],"improve":[39],"clarity":[41],"actionability":[43],"providing":[45],"automated":[46,95],"feedback":[47,72,83,107,110,131,138,156,166,202,224],"on":[48],"vague":[49],"comments,":[50],"content":[51],"misunderstandings,":[52],"unprofessional":[54],"remarks":[55],"reviewers.":[57,147],"Implemented":[58],"ICLR":[60],"2025":[61],"as":[62,103,189,210],"randomized":[65],"control":[66],"study,":[67],"our":[68],"provided":[70],"optional":[71],"more":[74,186,205,233],"than":[75],"20,000":[76],"randomly":[77],"selected":[78,198],"reviews.":[79,163],"ensure":[81,106],"high-quality":[82],"for":[84],"reviewers":[85,115,128,152,195,241],"this":[87],"scale,":[88],"also":[90,204],"suite":[93],"of":[94,127,175],"reliability":[96],"tests":[97],"powered":[98],"LLMs":[100],"that":[101,125,150,219],"acted":[102],"guardrails":[104],"quality,":[108],"with":[109],"only":[111],"being":[112],"sent":[113],"if":[116],"it":[117],"passed":[118],"all":[119],"the":[120,141,154],"tests.":[121],"The":[122,244],"results":[123],"show":[124],"27%":[126],"who":[129,180,196],"received":[130],"updated":[132,181],"their":[133,162],"reviews,":[134,188],"over":[136],"12,000":[137],"suggestions":[139],"from":[140],"agent":[142],"were":[143,197,203],"incorporated":[144],"those":[146,179],"This":[148,216],"suggests":[149],"many":[151],"found":[153],"AI-generated":[155],"sufficiently":[157],"helpful":[158],"merit":[160],"updating":[161],"Incorporating":[164],"led":[167],"significantly":[169],"longer":[170,213],"reviews":[171,232],"(an":[172],"average":[173],"increase":[174],"80":[176],"words":[177],"among":[178],"after":[182],"receiving":[183],"feedback)":[184],"informative":[187],"evaluated":[190],"blinded":[192],"researchers.":[193],"Moreover,":[194],"receive":[200],"engaged":[206],"during":[207],"paper":[208],"rebuttals,":[209],"seen":[211],"in":[212],"author-reviewer":[214],"discussions.":[215],"work":[217],"demonstrates":[218],"carefully":[220],"designed":[221],"LLM-generated":[222],"can":[225],"enhance":[226],"peer":[227],"making":[231],"specific":[234],"actionable":[236],"while":[237],"increasing":[238],"engagement":[239],"between":[240],"authors.":[243],"Agent":[247],"publicly":[249],"available":[250],"https://github.com/zou-group/review_feedback_agent.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-14T00:00:00"}
