{"id":"https://openalex.org/W4416035315","doi":"https://doi.org/10.18653/v1/2025.emnlp-main.1698","title":"CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward","display_name":"CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416035315","doi":"https://doi.org/10.18653/v1/2025.emnlp-main.1698"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2025.emnlp-main.1698","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.emnlp-main.1698","pdf_url":"https://aclanthology.org/2025.emnlp-main.1698.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.emnlp-main.1698.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101807032","display_name":"Shudong Liu","orcid":"https://orcid.org/0009-0007-5180-9503"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shudong Liu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100411945","display_name":"Hongwei Liu","orcid":"https://orcid.org/0000-0002-0298-3149"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hongwei Liu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051994745","display_name":"Junnan Liu","orcid":"https://orcid.org/0009-0005-7629-947X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junnan Liu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077857247","display_name":"Linchen Xiao","orcid":"https://orcid.org/0000-0002-8913-4771"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Linchen Xiao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109932574","display_name":"Songyang Gao","orcid":"https://orcid.org/0000-0001-5485-8019"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Songyang Gao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067731176","display_name":"Chengqi Lyu","orcid":"https://orcid.org/0000-0002-4438-1314"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chengqi Lyu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111251809","display_name":"Yuzhe Gu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuzhe Gu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100709484","display_name":"Wenwei Zhang","orcid":"https://orcid.org/0000-0002-2748-4514"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wenwei Zhang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101468579","display_name":"Derek F. Wong","orcid":"https://orcid.org/0000-0002-5307-7322"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Derek F. Wong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100747793","display_name":"Songyang Zhang","orcid":"https://orcid.org/0000-0002-9297-0201"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Songyang Zhang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100664328","display_name":"Kai Chen","orcid":"https://orcid.org/0009-0000-2796-7375"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kai Chen","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5101807032"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17128668,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"33454","last_page":"33482"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.6007999777793884,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.6007999777793884,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.16539999842643738,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.022099999710917473,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.6219000220298767},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.37059998512268066},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.32499998807907104},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.2971999943256378}],"concepts":[{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.6219000220298767},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46939998865127563},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.41679999232292175},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3970000147819519},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3725000023841858},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.37059998512268066},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.32499998807907104},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3000999987125397},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2971999943256378},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2903999984264374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2824999988079071},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.27900001406669617},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.27869999408721924},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.27810001373291016},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2750000059604645},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.emnlp-main.1698","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.emnlp-main.1698","pdf_url":"https://aclanthology.org/2025.emnlp-main.1698.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.emnlp-main.1698","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.emnlp-main.1698","pdf_url":"https://aclanthology.org/2025.emnlp-main.1698.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1286881433","display_name":null,"funder_award_id":"FDCT/060/2022/AFJ","funder_id":"https://openalex.org/F4320323893","funder_display_name":"Fundo para o Desenvolvimento das Ci\u00eancias e da Tecnologia"},{"id":"https://openalex.org/G4197854740","display_name":null,"funder_award_id":"-0018","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4615181649","display_name":null,"funder_award_id":"62266013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5501069675","display_name":null,"funder_award_id":"62261160648","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6889481450","display_name":null,"funder_award_id":"FDCT/0070/2022/AMJ","funder_id":"https://openalex.org/F4320323893","funder_display_name":"Fundo para o Desenvolvimento das Ci\u00eancias e da Tecnologia"},{"id":"https://openalex.org/G8521488234","display_name":null,"funder_award_id":"0070/2022/A","funder_id":"https://openalex.org/F4320323893","funder_display_name":"Fundo para o Desenvolvimento das Ci\u00eancias e da Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320311133","display_name":"United Mitochondrial Disease Foundation","ror":"https://ror.org/0528q0t18"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323893","display_name":"Fundo para o Desenvolvimento das Ci\u00eancias e da Tecnologia","ror":"https://ror.org/05vna4324"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416035315.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Shudong":[0],"Liu,":[1,3,5],"Hongwei":[2],"Junnan":[4],"Linchen":[6],"Xiao,":[7],"Songyang":[8,19],"Gao,":[9],"Chengqi":[10],"Lyu,":[11],"Yuzhe":[12],"Gu,":[13],"Wenwei":[14],"Zhang,":[15,20],"Derek":[16],"F.":[17],"Wong,":[18],"Kai":[21],"Chen.":[22],"Proceedings":[23],"of":[24],"the":[25],"2025":[26],"Conference":[27],"on":[28],"Empirical":[29],"Methods":[30],"in":[31],"Natural":[32],"Language":[33],"Processing.":[34],"2025.":[35]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-11-08T00:00:00"}
