{"id":"https://openalex.org/W145300555","doi":"https://doi.org/10.13097/archive-ouverte/unige:8495","title":"Exploiting non-linear probabilistic models in natural language parsing and reranking","display_name":"Exploiting non-linear probabilistic models in natural language parsing and reranking","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W145300555","doi":"https://doi.org/10.13097/archive-ouverte/unige:8495","mag":"145300555"},"language":"en","primary_location":{"id":"pmh:oai:unige.ch:aou:unige:8495","is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:8495","pdf_url":null,"source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/doctoralThesis"},"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://archive-ouverte.unige.ch/unige:8495","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086717154","display_name":"Ivan Titov","orcid":"https://orcid.org/0000-0002-2583-1893"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Titov, Ivan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5086717154"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9998000264167786,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9998000264167786,"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":0.9969000220298767,"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/T12031","display_name":"Speech and dialogue systems","score":0.9524000287055969,"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/parsing","display_name":"Parsing","score":0.7870610952377319},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7787324786186218},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7735670208930969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.653488278388977},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6253735423088074},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5937254428863525},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5037462115287781},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.48663458228111267},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.4426560401916504},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3723369240760803},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36551332473754883}],"concepts":[{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.7870610952377319},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7787324786186218},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7735670208930969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.653488278388977},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6253735423088074},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5937254428863525},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5037462115287781},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.48663458228111267},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.4426560401916504},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3723369240760803},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36551332473754883},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:unige.ch:aou:unige:8495","is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:8495","pdf_url":null,"source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/doctoralThesis"},{"id":"doi:10.13097/archive-ouverte/unige:8495","is_oa":true,"landing_page_url":"https://doi.org/10.13097/archive-ouverte/unige:8495","pdf_url":null,"source":{"id":"https://openalex.org/S7407051284","display_name":"Uni Genf","issn_l":null,"issn":null,"is_oa":false,"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dissertation"}],"best_oa_location":{"id":"pmh:oai:unige.ch:aou:unige:8495","is_oa":true,"landing_page_url":"https://archive-ouverte.unige.ch/unige:8495","pdf_url":null,"source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/doctoralThesis"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2330236085","https://openalex.org/W2167072947","https://openalex.org/W2805752070","https://openalex.org/W1669992767","https://openalex.org/W2166365104","https://openalex.org/W1487042649","https://openalex.org/W2069263150","https://openalex.org/W2182962808","https://openalex.org/W1458629704","https://openalex.org/W1587478452","https://openalex.org/W2151709115","https://openalex.org/W2154459345","https://openalex.org/W2759996821","https://openalex.org/W2890904301","https://openalex.org/W3093630174","https://openalex.org/W1667313039","https://openalex.org/W2250467267","https://openalex.org/W2118584553","https://openalex.org/W2135754437","https://openalex.org/W1594768313"],"abstract_inverted_index":{"The":[0,31],"thesis":[1],"considers":[2],"non-linear":[3,86],"probabilistic":[4],"models":[5,18,39],"for":[6,42,69,98],"natural":[7,43],"language":[8,44],"parsing,":[9],"and":[10,47,78,101,103,126,140],"it":[11],"primarily":[12],"focuses":[13],"on":[14,25],"the":[15,26,35,51,70,106,113,118,131,136],"class":[16,72],"of":[17,28,53,73,96],"which":[19],"do":[20],"not":[21],"impose":[22],"strict":[23],"constraints":[24],"structure":[27],"statistical":[29],"dependencies.":[30],"main":[32],"contribution":[33],"is":[34,67],"demonstration":[36],"that":[37,63,84,112,127],"such":[38],"are":[40],"appropriate":[41],"parsing":[45,138],"tasks":[46],"provide":[48],"advantages":[49],"over":[50],"use":[52],"standard":[54,137],"'linear'":[55],"methods.":[56],"We":[57],"demonstrate":[58,111],"this,":[59],"first,":[60],"by":[61,117],"showing":[62],"though":[64],"exact":[65],"inference":[66],"intractable":[68],"studied":[71],"models,":[74],"there":[75],"exist":[76],"accurate":[77],"tractable":[79],"approximations.":[80],"Second,":[81],"we":[82,110],"show":[83],"using":[85],"representations":[87],"results":[88,129],"in":[89,123,130,135,141],"powerful":[90],"feature":[91],"induction":[92],"methods":[93],"simplifying":[94],"construction":[95],"parsers":[97],"new":[99],"problems":[100],"domains,":[102],"leading":[104],"to":[105],"state-of-the-art":[107],"performance.":[108],"Also,":[109],"latent":[114],"space":[115],"induced":[116],"model":[119],"can":[120],"be":[121],"exploited":[122],"discriminative":[124],"rerankers,":[125],"this":[128],"significant":[132],"improvement":[133],"both":[134],"settings":[139],"domain":[142],"adaptation.":[143]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
