{"id":"https://openalex.org/W4415079974","doi":"https://doi.org/10.1007/978-3-032-08327-2_1","title":"Reasoning-Grounded Natural Language Explanations for\u00a0Language Models","display_name":"Reasoning-Grounded Natural Language Explanations for\u00a0Language Models","publication_year":2025,"publication_date":"2025-10-11","ids":{"openalex":"https://openalex.org/W4415079974","doi":"https://doi.org/10.1007/978-3-032-08327-2_1"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-08327-2_1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-08327-2_1","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08327-2_1.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08327-2_1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089137994","display_name":"Vojt\u011bch Cahl\u00edk","orcid":"https://orcid.org/0000-0002-4222-8746"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Vojtech Cahlik","raw_affiliation_strings":["Faculty of Information Technology, CTU in Prague, Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-4222-8746","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, CTU in Prague, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062633566","display_name":"Rodrigo Alves","orcid":"https://orcid.org/0000-0001-7458-5281"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Rodrigo Alves","raw_affiliation_strings":["Faculty of Information Technology, CTU in Prague, Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-7458-5281","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, CTU in Prague, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035026045","display_name":"Pavel Kord\u00edk","orcid":"https://orcid.org/0000-0003-1433-0089"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Pavel Kordik","raw_affiliation_strings":["Faculty of Information Technology, CTU in Prague, Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0003-1433-0089","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, CTU in Prague, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5089137994"],"corresponding_institution_ids":["https://openalex.org/I44504214"],"apc_list":null,"apc_paid":null,"fwci":1.6397,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85634873,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"3","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"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":0.9994000196456909,"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":0.996399998664856,"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":0.9959999918937683,"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/natural-language","display_name":"Natural language","score":0.715399980545044},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5680000185966492},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.5544999837875366},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5526999831199646},{"id":"https://openalex.org/keywords/natural-language-understanding","display_name":"Natural language understanding","score":0.5019999742507935},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.49000000953674316},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48190000653266907},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4097999930381775}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7706000208854675},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.715399980545044},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6049000024795532},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5769000053405762},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5680000185966492},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.5544999837875366},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5526999831199646},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.5019999742507935},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.49000000953674316},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48190000653266907},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4097999930381775},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.39169999957084656},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.3862999975681305},{"id":"https://openalex.org/C185954173","wikidata":"https://www.wikidata.org/wiki/Q4347052","display_name":"Object language","level":3,"score":0.3517000079154968},{"id":"https://openalex.org/C83479923","wikidata":"https://www.wikidata.org/wiki/Q2063748","display_name":"Universal Networking Language","level":4,"score":0.3467999994754791},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3370000123977661},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C2776187449","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Natural language generation","level":3,"score":0.3197000026702881},{"id":"https://openalex.org/C129792486","wikidata":"https://www.wikidata.org/wiki/Q1050419","display_name":"Language identification","level":3,"score":0.3165999948978424},{"id":"https://openalex.org/C89288958","wikidata":"https://www.wikidata.org/wiki/Q7301504","display_name":"Reasoning system","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C193221554","wikidata":"https://www.wikidata.org/wiki/Q5153664","display_name":"Commonsense reasoning","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.258899986743927},{"id":"https://openalex.org/C103057564","wikidata":"https://www.wikidata.org/wiki/Q4751139","display_name":"Analytic reasoning","level":3,"score":0.2540999948978424}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-032-08327-2_1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-08327-2_1","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08327-2_1.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2503.11248","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.11248","pdf_url":"https://arxiv.org/pdf/2503.11248","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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:10.5281/zenodo.15149692","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15149692","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Other"},{"id":"doi:10.5281/zenodo.15149693","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.15149693","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Other"}],"best_oa_location":{"id":"doi:10.1007/978-3-032-08327-2_1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-08327-2_1","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-032-08327-2_1.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1351995356","display_name":"Fostering Sustainable, Balanced, Equitable, Place-based and Inclusive Development of Rural-Urban Communities' Using Specific Spatial Enhanced Attractivenes Mapping ToolBox","funder_award_id":"101136910","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2291329386","display_name":null,"funder_award_id":"CZ.02.1.01/0.0/0.0/16_019/0000765","funder_id":"https://openalex.org/F4320334253","funder_display_name":"Research Center for Informatics, Czech Technical University in Prague"},{"id":"https://openalex.org/G8470341104","display_name":null,"funder_award_id":"CZ.02.1.01/0.0/0.0/16_019/","funder_id":"https://openalex.org/F4320334253","funder_display_name":"Research Center for Informatics, Czech Technical University in Prague"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334253","display_name":"Research Center for Informatics, Czech Technical University in Prague","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415079974.pdf","grobid_xml":"https://content.openalex.org/works/W4415079974.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2950784811","https://openalex.org/W2962833140","https://openalex.org/W2996851481","https://openalex.org/W3034503989","https://openalex.org/W3034917890","https://openalex.org/W3035503910","https://openalex.org/W3038035611","https://openalex.org/W3104423855","https://openalex.org/W3173787059","https://openalex.org/W3174057701","https://openalex.org/W3176614973","https://openalex.org/W3207166518","https://openalex.org/W3208147779","https://openalex.org/W3212603771","https://openalex.org/W4307212054","https://openalex.org/W4385571276","https://openalex.org/W4390490761","https://openalex.org/W4391099575","https://openalex.org/W4392637287","https://openalex.org/W4403203873","https://openalex.org/W4405638175"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"We":[1,100],"propose":[2,69],"a":[3,20,26,72,110],"large":[4],"language":[5,13,49,123],"model":[6,41,52],"explainability":[7],"technique":[8,107],"for":[9],"obtaining":[10],"faithful":[11],"natural":[12,48],"explanations":[14,18,81,91,116],"by":[15,108],"grounding":[16],"the":[17,30,33,40,51,55,59,63,66,78,86,90,95,102,105,128,132,136,145,153,156],"in":[19,76,117],"reasoning":[21,34,87,133,149],"process.":[22],"When":[23],"converted":[24],"to":[25,47,70],"sequence":[27,134],"of":[28,32,39,65,104,148,155],"tokens,":[29],"outputs":[31],"process":[35],"can":[36,150],"become":[37],"part":[38],"context":[42],"and":[43,80,97,115],"later":[44],"be":[45],"decoded":[46],"as":[50],"produces":[53],"either":[54],"final":[56,137],"answer":[57],"or":[58,139],"explanation.":[60],"To":[61],"improve":[62,152],"faithfulness":[64],"explanations,":[67],"we":[68,142],"use":[71,147],"joint":[73],"predict-explain":[74],"approach,":[75],"which":[77],"answers":[79,96,114,138],"are":[82],"inferred":[83],"directly":[84],"from":[85,131],"sequence,":[88],"without":[89],"being":[92],"dependent":[93],"on":[94],"vice":[98],"versa.":[99],"demonstrate":[101],"plausibility":[103],"proposed":[106,146],"achieving":[109],"high":[111],"alignment":[112],"between":[113],"several":[118],"problem":[119],"domains,":[120],"observing":[121],"that":[122,144],"models":[124],"often":[125],"simply":[126],"copy":[127],"partial":[129],"decisions":[130],"into":[135],"explanations.":[140],"Furthermore,":[141],"show":[143],"also":[151],"quality":[154],"answers.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-06T08:24:18.245995","created_date":"2025-10-10T00:00:00"}
