{"id":"https://openalex.org/W7135232098","doi":"https://doi.org/10.1109/iccp68926.2025.11427118","title":"Semantic Compression and Conceptual Symbolic Reasoning over Transformer Embeddings for Interpretable Crime News Classification","display_name":"Semantic Compression and Conceptual Symbolic Reasoning over Transformer Embeddings for Interpretable Crime News Classification","publication_year":2025,"publication_date":"2025-10-16","ids":{"openalex":"https://openalex.org/W7135232098","doi":"https://doi.org/10.1109/iccp68926.2025.11427118"},"language":null,"primary_location":{"id":"doi:10.1109/iccp68926.2025.11427118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp68926.2025.11427118","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 21st International Conference on Intelligent Computer Communication and Processing (ICCP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129050102","display_name":"Tayyab Rehman","orcid":null},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Tayyab Rehman","raw_affiliation_strings":["University of L’Aquila,Department of Engineering Computer Science & Math. (DISIM),L’Aquila,Italy"],"affiliations":[{"raw_affiliation_string":"University of L’Aquila,Department of Engineering Computer Science & Math. (DISIM),L’Aquila,Italy","institution_ids":["https://openalex.org/I26415053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129091629","display_name":"Giovanni De Gasperis","orcid":null},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni De Gasperis","raw_affiliation_strings":["University of L’Aquila,Department of Engineering Computer Science & Math. (DISIM),L’Aquila,Italy"],"affiliations":[{"raw_affiliation_string":"University of L’Aquila,Department of Engineering Computer Science & Math. (DISIM),L’Aquila,Italy","institution_ids":["https://openalex.org/I26415053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069820874","display_name":"Asif Saeed","orcid":"https://orcid.org/0000-0002-6003-7871"},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Asif Saeed","raw_affiliation_strings":["University of L’Aquila,Department of Engineering Computer Science & Math. (DISIM),L’Aquila,Italy"],"affiliations":[{"raw_affiliation_string":"University of L’Aquila,Department of Engineering Computer Science & Math. (DISIM),L’Aquila,Italy","institution_ids":["https://openalex.org/I26415053"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126044621","display_name":"Shahid Salim","orcid":null},"institutions":[{"id":"https://openalex.org/I112859197","display_name":"Universit\u00e0 di Camerino","ror":"https://ror.org/0005w8d69","country_code":"IT","type":"education","lineage":["https://openalex.org/I112859197"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Shahid Salim","raw_affiliation_strings":["University of Camerino,International School of Advanced Studies,Camerino,Italy"],"affiliations":[{"raw_affiliation_string":"University of Camerino,International School of Advanced Studies,Camerino,Italy","institution_ids":["https://openalex.org/I112859197"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5129050102"],"corresponding_institution_ids":["https://openalex.org/I26415053"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.88341079,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.3749000132083893,"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":0.3749000132083893,"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/T12380","display_name":"Authorship Attribution and Profiling","score":0.08810000121593475,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.07329999655485153,"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/transformer","display_name":"Transformer","score":0.5960999727249146},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.3158999979496002},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.31439998745918274},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.2838999927043915},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.2775000035762787}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5960999727249146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5943999886512756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5698999762535095},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5105000138282776},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2838999927043915},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.25929999351501465},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccp68926.2025.11427118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp68926.2025.11427118","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 21st International Conference on Intelligent Computer Communication and Processing (ICCP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2081417527","https://openalex.org/W2794545802","https://openalex.org/W4226289402","https://openalex.org/W4391929647","https://openalex.org/W4396637153","https://openalex.org/W4404469426","https://openalex.org/W4406771415","https://openalex.org/W4407069647"],"related_works":[],"abstract_inverted_index":{"The":[0,145],"classification":[1,26,112],"of":[2,142],"crime-related":[3],"news":[4,103],"articles":[5],"poses":[6],"unique":[7],"challenges":[8],"due":[9],"to":[10,118],"overlapping":[11],"labels,":[12],"subtle":[13],"semantic":[14],"cues,":[15],"and":[16,45,55,76,94,114,120,132,159],"limited":[17],"annotated":[18],"data.":[19],"This":[20],"paper":[21],"proposes":[22],"a":[23,86,99,126,139],"hybrid":[24,108],"semantic-symbolic":[25],"framework":[27],"that":[28,106,148],"combines":[29],"state-of-the-art":[30],"sentence-transformer":[31],"embeddings":[32,131],"with":[33,129,138],"domain-specific":[34],"symbolic":[35,87],"reasoning.":[36],"We":[37],"benchmark":[38],"multiple":[39],"transformer-based":[40],"models,":[41],"including":[42],"MiniLM,":[43],"BERT,":[44],"the":[46,135],"multilingual":[47],"E5-Large":[48,130],"model,":[49],"for":[50,161],"embedding":[51],"Italian":[52,101],"crime":[53,102,163],"news,":[54],"evaluate":[56],"traditional":[57],"classifiers":[58],"(Support":[59],"Vector":[60],"Machines,":[61],"Logistic":[62],"Regression)":[63],"as":[64,66],"well":[65],"deep":[67],"learning":[68],"models":[69],"(Convolutional":[70],"Neural":[71],"Networks).":[72],"To":[73],"enhance":[74],"explainability":[75],"performance,":[77,137],"we":[78],"integrate":[79],"Basic":[80],"Formal":[81],"Ontology":[82],"(BFO)-compliant":[83],"mappings":[84],"using":[85],"post-processing":[88],"layer":[89],"based":[90],"on":[91,98],"predicate":[92],"logic":[93],"ontological":[95],"relationships.":[96],"Experiments":[97],"curated":[100],"dataset":[104],"demonstrate":[105],"our":[107],"approach":[109],"significantly":[110],"improves":[111],"accuracy":[113],"macro-F1":[115,140],"scores":[116],"compared":[117],"zero-shot":[119],"purely":[121],"statistical":[122],"baselines.":[123],"In":[124],"particular,":[125],"CNN":[127],"combined":[128],"clustering":[133],"achieves":[134],"highest":[136],"score":[141],"$740":[143],"\\%$.":[144],"results":[146],"suggest":[147],"integrating":[149],"structured":[150],"domain":[151],"knowledge":[152],"into":[153],"neural":[154],"pipelines":[155],"enhances":[156],"model":[157],"transparency":[158],"robustness":[160],"multi-label":[162],"classification.":[164]},"counts_by_year":[],"updated_date":"2026-03-15T07:15:06.534987","created_date":"2026-03-14T00:00:00"}