{"id":"https://openalex.org/W7166800985","doi":"https://doi.org/10.18653/v1/2026.semeval-1.423","title":"TUCNLP at SemEval-2026 Task 11: Neuro-Symbolic Content Stripping for Debiased Syllogistic Reasoning","display_name":"TUCNLP at SemEval-2026 Task 11: Neuro-Symbolic Content Stripping for Debiased Syllogistic Reasoning","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166800985","doi":"https://doi.org/10.18653/v1/2026.semeval-1.423"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.semeval-1.423","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.semeval-1.423","pdf_url":"https://aclanthology.org/2026.semeval-1.423.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 20th International Workshop on Semantic Evaluation (2026)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.semeval-1.423.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139808681","display_name":"Rafael Butas","orcid":null},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Rafael Butas","raw_affiliation_strings":["Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139766840","display_name":"Alex Lapusan","orcid":null},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Alex Lapusan","raw_affiliation_strings":["Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070444955","display_name":"Camelia Lemnaru","orcid":"https://orcid.org/0000-0002-4901-9808"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Camelia Lemnaru","raw_affiliation_strings":["Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049230139","display_name":"Rodica Potolea","orcid":"https://orcid.org/0000-0002-7051-3691"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Rodica Potolea","raw_affiliation_strings":["Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , Technical University of Cluj-Napoca , Cluj-Napoca , Romania","institution_ids":["https://openalex.org/I158333966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I158333966"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79032344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3408","last_page":"3421"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.8269000053405762,"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/T10028","display_name":"Topic Modeling","score":0.8269000053405762,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.04129999876022339,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.024800000712275505,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.620199978351593},{"id":"https://openalex.org/keywords/syllogism","display_name":"Syllogism","score":0.5473999977111816},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.4560999870300293},{"id":"https://openalex.org/keywords/stripping","display_name":"Stripping (fiber)","score":0.3824999928474426},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.31529998779296875}],"concepts":[{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.620199978351593},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5817000269889832},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5720000267028809},{"id":"https://openalex.org/C131598440","wikidata":"https://www.wikidata.org/wiki/Q107342","display_name":"Syllogism","level":2,"score":0.5473999977111816},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.4560999870300293},{"id":"https://openalex.org/C41952129","wikidata":"https://www.wikidata.org/wiki/Q7624159","display_name":"Stripping (fiber)","level":2,"score":0.3824999928474426},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.328900009393692},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.31529998779296875},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.304500013589859},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2953999936580658},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2915000021457672},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.29019999504089355},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.25360000133514404},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.semeval-1.423","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.semeval-1.423","pdf_url":"https://aclanthology.org/2026.semeval-1.423.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 20th International Workshop on Semantic Evaluation (2026)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.semeval-1.423","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.semeval-1.423","pdf_url":"https://aclanthology.org/2026.semeval-1.423.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 20th International Workshop on Semantic Evaluation (2026)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1008782263","display_name":null,"funder_award_id":"351416","funder_id":"https://openalex.org/F4320311068","funder_display_name":"Health Resources in Action"}],"funders":[{"id":"https://openalex.org/F4320311068","display_name":"Health Resources in Action","ror":"https://ror.org/01ctnwa22"},{"id":"https://openalex.org/F4320330161","display_name":"Universitatea Tehnic\u0103 din Cluj-Napoca","ror":"https://ror.org/03r8nwp71"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166800985.pdf","grobid_xml":"https://content.openalex.org/works/W7166800985.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"present":[4],"the":[5,26,56,98,113,138],"solution":[6],"submitted":[7],"by":[8],"TUCNLP":[9],"at":[10],"SemEval-2026":[11],"Task":[12],"11:":[13],"Disentangling":[14],"Content":[15],"and":[16,40,60,68,103,110,128],"Formal":[17],"Reasoning":[18],"in":[19,38,63],"Large":[20],"Language":[21],"Models.The":[22],"task":[23],"requires":[24],"predicting":[25],"formal":[27],"validity":[28],"of":[29],"categorical":[30,90],"syllogisms":[31],"while":[32],"minimizing":[33],"susceptibility":[34],"to":[35,88,117,126,135],"content-driven":[36],"biases":[37],"English":[39,57],"11":[41],"additional":[42],"languages.We":[43],"show":[44],"that":[45,145],"a":[46,74,92],"modestly-sized":[47],"model":[48],"(Qwen3-8B)":[49],"can":[50],"achieve":[51],"near-perfect":[52],"logical":[53],"reasoning":[54],"on":[55,66],"validity-only":[58],"subtask,":[59],"large":[61],"reductions":[62],"content":[64,79],"effect":[65],"multilingual":[67],"premiseretrieval":[69],"variants,":[70],"when":[71],"augmented":[72],"with":[73,81,137],"multi-stage":[75],"neuro-symbolic":[76],"pipeline:":[77],"LLMbased":[78],"stripping":[80],"iterative":[82],"error":[83],"correction":[84],"converts":[85],"natural":[86],"language":[87],"abstract":[89],"forms,":[91,102],"classical":[93],"symbolic":[94,109,147],"parser":[95],"validates":[96],"against":[97],"twenty-four":[99],"Aristotelian":[100],"syllogistic":[101],"asymmetric":[104],"confidence":[105],"thresholds":[106],"mediate":[107],"between":[108],"neural":[111,143],"decisions.Across":[112],"four":[114],"subtasks":[115],"(ST1":[116],"ST4),":[118],"our":[119],"system":[120],"achieves":[121],"accuracy":[122],"ranging":[123],"from":[124,133],"91.1%":[125],"100%":[127],"bias-penalized":[129],"ranking":[130],"scores":[131],"(M)":[132],"31.8":[134],"100.0,":[136],"main":[139],"bottleneck":[140],"being":[141],"overconfident":[142],"predictions":[144],"bypass":[146],"verification.":[148]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-07-02T00:00:00"}
