{"id":"https://openalex.org/W2979478448","doi":"https://doi.org/10.1109/access.2019.2945771","title":"MANN: A Multichannel Attentive Neural Network for Legal Judgment Prediction","display_name":"MANN: A Multichannel Attentive Neural Network for Legal Judgment Prediction","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2979478448","doi":"https://doi.org/10.1109/access.2019.2945771","mag":"2979478448"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2945771","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2945771","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2019.2945771","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084500470","display_name":"Shang Li","orcid":"https://orcid.org/0000-0001-9964-8330"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shang Li","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-9964-8330","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100417312","display_name":"Hongli Zhang","orcid":"https://orcid.org/0000-0002-8167-7106"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391268","display_name":"Lin Ye","orcid":"https://orcid.org/0000-0002-9647-0271"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Ye","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-9647-0271","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020570191","display_name":"Xiaoding Guo","orcid":"https://orcid.org/0000-0002-8466-6103"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoding Guo","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113587199","display_name":"Binxing Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binxing Fang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":30.6811,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.99552729,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"151144","last_page":"151155"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12755","display_name":"Legal Education and Practice Innovations","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11762","display_name":"Law, Economics, and Judicial Systems","score":0.9703999757766724,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7745614051818848},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6014118194580078},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5955855846405029},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.5689737200737},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5384641885757446},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49481528997421265},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.49012359976768494},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4873007535934448},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4588736593723297},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4146011471748352},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3655690550804138},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.1567040979862213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7745614051818848},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6014118194580078},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5955855846405029},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.5689737200737},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5384641885757446},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49481528997421265},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.49012359976768494},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4873007535934448},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4588736593723297},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4146011471748352},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3655690550804138},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.1567040979862213},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2945771","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2945771","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:49860fc553934d5e8b8b1a5cd971a2a2","is_oa":true,"landing_page_url":"https://doaj.org/article/49860fc553934d5e8b8b1a5cd971a2a2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 151144-151155 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2945771","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2945771","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.800000011920929}],"awards":[{"id":"https://openalex.org/G1504612377","display_name":null,"funder_award_id":"2018YFC0830903","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G2080667639","display_name":"\u57fa\u4e8e\u865a\u62df\u673a\u81ea\u7701\u7684\u4e91\u5b89\u5168\u9632\u62a4\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61872111","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6306994556","display_name":null,"funder_award_id":"61732022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6476844023","display_name":null,"funder_award_id":"2018YFC0830602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1514533279","https://openalex.org/W1522301498","https://openalex.org/W1530679620","https://openalex.org/W1832693441","https://openalex.org/W2064675550","https://openalex.org/W2093229280","https://openalex.org/W2109244020","https://openalex.org/W2120879767","https://openalex.org/W2133564696","https://openalex.org/W2133820845","https://openalex.org/W2144232471","https://openalex.org/W2153579005","https://openalex.org/W2157331557","https://openalex.org/W2395585048","https://openalex.org/W2470673105","https://openalex.org/W2536769020","https://openalex.org/W2740700850","https://openalex.org/W2740833370","https://openalex.org/W2744053072","https://openalex.org/W2765440119","https://openalex.org/W2782912507","https://openalex.org/W2858159822","https://openalex.org/W2890026792","https://openalex.org/W2906244940","https://openalex.org/W2912267070","https://openalex.org/W2962940365","https://openalex.org/W2963387630","https://openalex.org/W2964121744","https://openalex.org/W2964308564","https://openalex.org/W2980808611","https://openalex.org/W3103181983","https://openalex.org/W3122334902","https://openalex.org/W4285719527","https://openalex.org/W4294170691","https://openalex.org/W6631190155","https://openalex.org/W6679434410","https://openalex.org/W6679750679","https://openalex.org/W6682691769","https://openalex.org/W6711605367","https://openalex.org/W6748206367","https://openalex.org/W6752999927","https://openalex.org/W6753899822"],"related_works":["https://openalex.org/W4390516098","https://openalex.org/W2181948922","https://openalex.org/W2375873920","https://openalex.org/W2384362569","https://openalex.org/W2360644719","https://openalex.org/W2385471969","https://openalex.org/W2020521331","https://openalex.org/W101162712","https://openalex.org/W4256618828","https://openalex.org/W2786691313"],"abstract_inverted_index":{"Recent":[0],"years":[1],"have":[2],"witnessed":[3],"an":[4],"opportunity":[5],"to":[6,114,121,138,143],"improve":[7],"trial":[8],"efficiency":[9],"and":[10,40,86,128,159],"quality":[11],"by":[12,56],"predictive":[13],"analysis":[14],"of":[15,51,60,68,103,152,170],"massive":[16],"judgment":[17,22,32,84],"documents.":[18],"A":[19],"practical":[20],"legal":[21],"prediction":[23],"(LJP)":[24],"system":[25],"should":[26],"provide":[27],"a":[28,65,73,93,104,135],"judge":[29],"with":[30],"feasible":[31],"suggestions,":[33],"including":[34],"the":[35,52,57,88,100,108,122,125,146,157],"charges,":[36],"applicable":[37],"law":[38,130],"articles,":[39],"prison":[41],"term,":[42],"whereas":[43],"most":[44],"existing":[45],"works":[46],"focus":[47],"on":[48,166,186],"only":[49],"part":[50],"LJP":[53,90,184],"task.":[54],"Inspired":[55],"impressive":[58],"success":[59],"deep":[61],"neural":[62,76,112],"networks":[63,113],"in":[64,92,173],"wide":[66],"range":[67],"application":[69],"scenarios,":[70],"we":[71,133],"propose":[72],"multichannel":[74],"attentive":[75,140],"network":[77],"model,":[78],"MANN,":[79],"which":[80],"learns":[81],"from":[82,149],"previous":[83],"documents":[85],"performs":[87],"integrated":[89],"task":[91],"unified":[94],"framework.":[95],"In":[96],"general,":[97],"MANN":[98,181],"takes":[99],"textual":[101],"description":[102,154],"criminal":[105,171],"case":[106,123,153],"as":[107],"input":[109],"for":[110],"attention-based":[111],"learn":[115],"its":[116],"latent":[117],"feature":[118],"representations":[119],"oriented":[120],"fact,":[124],"defendant":[126],"persona,":[127],"relevant":[129],"articles.":[131],"Moreover,":[132],"adopt":[134],"two-tier":[136],"structure":[137],"empower":[139],"sequence":[141],"encoders":[142],"hierarchically":[144],"model":[145],"semantic":[147],"interactions":[148],"different":[150],"parts":[151],"at":[155],"both":[156],"word":[158],"sentence":[160],"levels.":[161],"The":[162,176],"experiments":[163],"are":[164],"conducted":[165],"four":[167],"real-world":[168],"datasets":[169],"cases":[172],"mainland":[174],"China.":[175],"experimental":[177],"results":[178],"demonstrate":[179],"that":[180],"achieves":[182],"state-of-the-art":[183],"performance":[185],"all":[187],"evaluation":[188],"metrics.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":6}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}
