{"id":"https://openalex.org/W7224146994","doi":null,"title":"How LLMs got better at reasoning: A few advances from 1906 to 2021, and then from 2022 to 2026","display_name":"How LLMs got better at reasoning: A few advances from 1906 to 2021, and then from 2022 to 2026","publication_year":2026,"publication_date":"2026-10-26","ids":{"openalex":"https://openalex.org/W7224146994"},"language":"en","primary_location":{"id":"pmh:oai:orbi.umons.ac.be:20.500.12907/57034","doi":null,"is_oa":true,"landing_page_url":"https://orbi.umons.ac.be/handle/20.500.12907/57034","pdf_url":"https://orbi.umons.ac.be/bitstream/20.500.12907/57034/1/vandenhove_ai_workshop.pdf","source":{"id":"https://openalex.org/S7407055454","display_name":"ORBi UMONS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"AI in Math & CS Research: A Joint Workshop, Mons, Belgium [BE], October 26, 2026","raw_type":"http://purl.org/coar/resource_type/c_8544"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://orbi.umons.ac.be/bitstream/20.500.12907/57034/1/vandenhove_ai_workshop.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021049920","display_name":"Pierre Vandenhove","orcid":"https://orcid.org/0000-0001-5834-1068","observed_orcids":["https://orcid.org/0000-0001-5834-1068"]},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Vandenhove, Pierre","raw_affiliation_strings":["Universit\u00e9 de Mons - UMONS > Facult\u00e9 des Sciences > Service d'Informatique th\u00e9orique"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Mons - UMONS > Facult\u00e9 des Sciences > Service d'Informatique th\u00e9orique","institution_ids":["https://openalex.org/I130929987"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5021049920"],"corresponding_institution_ids":["https://openalex.org/I130929987"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10028","display_name":"Topic Modeling","score":0.7523999810218811,"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":0.7523999810218811,"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":0.07119999825954437,"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/T13904","display_name":"Artificial Intelligence Applications","score":0.045499999076128006,"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/large-language-models","display_name":"large language models","score":0.9950000047683716},{"id":"https://openalex.org/keywords/reasoning","display_name":"reasoning","score":0.5230000019073486},{"id":"https://openalex.org/keywords/mathematical-reasoning","display_name":"mathematical reasoning","score":0.5350000262260437},{"id":"https://openalex.org/keywords/reinforcement-learning-from-verifiable-rewards","display_name":"reinforcement learning from verifiable rewards","score":0.7170000076293945},{"id":"https://openalex.org/keywords/tool-use","display_name":"tool use","score":0.6759999990463257},{"id":"https://openalex.org/keywords/inference-methods","display_name":"inference methods","score":0.4269999861717224},{"id":"https://openalex.org/keywords/history-of-artificial-intelligence","display_name":"history of artificial intelligence","score":0.5759999752044678}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.5685999989509583},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.4544999897480011},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.4309000074863434},{"id":"https://openalex.org/C2549261","wikidata":"https://www.wikidata.org/wiki/Q43455","display_name":"Ethnology","level":1,"score":0.2897000014781952},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2624000012874603},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.1770000010728836},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14470000565052032},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.13300000131130219},{"id":"https://openalex.org/C2777280662","wikidata":"https://www.wikidata.org/wiki/Q163905","display_name":"Lafora disease","level":4,"score":0.12280000001192093},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.11840000003576279}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:orbi.umons.ac.be:20.500.12907/57034","doi":null,"is_oa":true,"landing_page_url":"https://orbi.umons.ac.be/handle/20.500.12907/57034","pdf_url":"https://orbi.umons.ac.be/bitstream/20.500.12907/57034/1/vandenhove_ai_workshop.pdf","source":{"id":"https://openalex.org/S7407055454","display_name":"ORBi UMONS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"AI in Math & CS Research: A Joint Workshop, Mons, Belgium [BE], October 26, 2026","raw_type":"http://purl.org/coar/resource_type/c_8544"}],"best_oa_location":{"id":"pmh:oai:orbi.umons.ac.be:20.500.12907/57034","doi":null,"is_oa":true,"landing_page_url":"https://orbi.umons.ac.be/handle/20.500.12907/57034","pdf_url":"https://orbi.umons.ac.be/bitstream/20.500.12907/57034/1/vandenhove_ai_workshop.pdf","source":{"id":"https://openalex.org/S7407055454","display_name":"ORBi UMONS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"AI in Math & CS Research: A Joint Workshop, Mons, Belgium [BE], October 26, 2026","raw_type":"http://purl.org/coar/resource_type/c_8544"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224146994.pdf","grobid_xml":"https://content.openalex.org/works/W7224146994.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W3159087135","https://openalex.org/W4304195432","https://openalex.org/W4309591663","https://openalex.org/W4379089709","https://openalex.org/W4402502778","https://openalex.org/W4406492615","https://openalex.org/W4414281281","https://openalex.org/W7123559242","https://openalex.org/W7161944936"],"related_works":["https://openalex.org/W4414281281","https://openalex.org/W7162583660","https://openalex.org/W6966810623","https://openalex.org/W4407359602","https://openalex.org/W4417170767","https://openalex.org/W7095020685","https://openalex.org/W4417531489","https://openalex.org/W4407186893","https://openalex.org/W6948611197","https://openalex.org/W7166838562"],"abstract_inverted_index":{"L'expos\u00e9":[0],"pr\u00e9sentera":[1],"quelques":[2],"id\u00e9es":[3],"ayant":[4],"contribu\u00e9":[5],"\u00e0":[6,35,88,98,104],"l'am\u00e9lioration":[7],"des":[8,10,13,69,89,106],"performances":[9],"LLM":[11],"dans":[12],"t\u00e2ches":[14],"de":[15,42,66,71,81,109,112,121],"\"raisonnement\"":[16],"(notamment,":[17],"math\u00e9matiques":[18],"et":[19,117],"programmation).":[20],"Certaines":[21],"concernent":[22],"l'entra\u00eenement":[23],"du":[24,83,119],"mod\u00e8le,":[25,84],"d'autres":[26],"une":[27],"meilleure":[28],"exploitation":[29],"d'un":[30],"mod\u00e8le":[31,59,103],"d\u00e9j\u00e0":[32],"entra\u00een\u00e9":[33],"(donc":[34],"l'inf\u00e9rence).":[36],"Une":[37],"avanc\u00e9e":[38],"importante":[39],"est":[40],"l'utilisation":[41],"l'apprentissage":[43],"par":[44],"renforcement":[45],"avec":[46],"r\u00e9compenses":[47],"automatiquement":[48],"v\u00e9rifiables":[49],"(RLVR).":[50],"Lorsque":[51],"les":[52,79,124],"r\u00e9ponses":[53],"peuvent":[54],"\u00eatre":[55],"v\u00e9rifi\u00e9es":[56],"automatiquement,":[57],"le":[58,102],"peut":[60],"apprendre":[61],"sans":[62,85],"qu'il":[63],"soit":[64],"n\u00e9cessaire":[65],"lui":[67],"fournir":[68],"traces":[70],"raisonnement":[72],"humaines.":[73],"Cette":[74],"approche":[75],"permet":[76],"d'exploiter":[77],"toutes":[78],"tentatives":[80],"r\u00e9solution":[82],"se":[86],"limiter":[87],"raisonnements":[90],"humains":[91],"fournis":[92],"en":[93],"exemple.":[94],"D'autres":[95],"progr\u00e8s":[96],"viennent":[97],"l'inf\u00e9rence":[99],":":[100],"forcer":[101],"g\u00e9n\u00e9rer":[105],"\u00e9tapes":[107],"interm\u00e9diaires":[108],"raisonnement,":[110],"exploration":[111],"plusieurs":[113],"tentatives,":[114],"utilisation":[115],"d'outils":[116],"augmentation":[118],"temps":[120],"calcul":[122],"pour":[123],"probl\u00e8mes":[125],"difficiles.":[126]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-29T00:00:00"}