{"id":"https://openalex.org/W2807646980","doi":"https://doi.org/10.18653/v1/n18-5017","title":"RiskFinder: A Sentence-level Risk Detector for Financial Reports","display_name":"RiskFinder: A Sentence-level Risk Detector for Financial Reports","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2807646980","doi":"https://doi.org/10.18653/v1/n18-5017","mag":"2807646980"},"language":"en","primary_location":{"id":"doi:10.18653/v1/n18-5017","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/n18-5017","pdf_url":"https://www.aclweb.org/anthology/N18-5017.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 Conference of the North American Chapter of\n          the Association for Computational Linguistics: Demonstrations","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/N18-5017.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045110474","display_name":"Yuwen Liu","orcid":"https://orcid.org/0000-0002-4911-5744"},"institutions":[{"id":"https://openalex.org/I87354575","display_name":"National Chengchi University","ror":"https://ror.org/03rqk8h36","country_code":"TW","type":"education","lineage":["https://openalex.org/I87354575"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Wen Liu","raw_affiliation_strings":["Dept. of Computer Science, National Chengchi University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, National Chengchi University","institution_ids":["https://openalex.org/I87354575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070866661","display_name":"Liang\u2010Chih Liu","orcid":"https://orcid.org/0000-0002-2594-0109"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Liang-Chih Liu","raw_affiliation_strings":["Dept. of Information and Finance Management, National Taipei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Information and Finance Management, National Taipei University of Technology","institution_ids":["https://openalex.org/I118292597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017348970","display_name":"Chuan\u2010Ju Wang","orcid":"https://orcid.org/0000-0002-5281-2962"},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chuan-Ju Wang","raw_affiliation_strings":["Research Center of Information Technology Innovation, Academia Sinica  MOST Joint Research Center for AI Technology and All Vista Healthcare","Research Center of Information Technology Innovation, Academia Sinica \u2227 MOST Joint Research Center for AI Technology and All Vista Healthcare"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center of Information Technology Innovation, Academia Sinica  MOST Joint Research Center for AI Technology and All Vista Healthcare","institution_ids":["https://openalex.org/I4210086894"]},{"raw_affiliation_string":"Research Center of Information Technology Innovation, Academia Sinica \u2227 MOST Joint Research Center for AI Technology and All Vista Healthcare","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076203419","display_name":"Ming-Feng Tsai","orcid":"https://orcid.org/0000-0002-3358-8176"},"institutions":[{"id":"https://openalex.org/I87354575","display_name":"National Chengchi University","ror":"https://ror.org/03rqk8h36","country_code":"TW","type":"education","lineage":["https://openalex.org/I87354575"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ming-Feng Tsai","raw_affiliation_strings":["Dept. of Computer Science, National Chengchi University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, National Chengchi University","institution_ids":["https://openalex.org/I87354575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4403,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.68974483,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10047","display_name":"Financial Markets and Investment Strategies","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9772999882698059,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.7600982189178467},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6961721777915955},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.6056974530220032},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5784556269645691},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5443366169929504},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4476017653942108},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.43617263436317444},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.41966143250465393},{"id":"https://openalex.org/keywords/financial-risk","display_name":"Financial risk","score":0.4104105532169342},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37918463349342346},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3024071753025055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28740304708480835},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.25852686166763306},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1683238446712494},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.09925967454910278}],"concepts":[{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.7600982189178467},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6961721777915955},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.6056974530220032},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5784556269645691},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5443366169929504},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4476017653942108},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.43617263436317444},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.41966143250465393},{"id":"https://openalex.org/C76073288","wikidata":"https://www.wikidata.org/wiki/Q1337875","display_name":"Financial risk","level":2,"score":0.4104105532169342},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37918463349342346},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3024071753025055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28740304708480835},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.25852686166763306},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1683238446712494},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.09925967454910278},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/n18-5017","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/n18-5017","pdf_url":"https://www.aclweb.org/anthology/N18-5017.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 Conference of the North American Chapter of\n          the Association for Computational Linguistics: Demonstrations","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/n18-5017","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/n18-5017","pdf_url":"https://www.aclweb.org/anthology/N18-5017.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 Conference of the North American Chapter of\n          the Association for Computational Linguistics: Demonstrations","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.550000011920929,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1192399272","display_name":null,"funder_award_id":"MOST 106-","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G939887807","display_name":null,"funder_award_id":"MOST 106","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2807646980.pdf","grobid_xml":"https://content.openalex.org/works/W2807646980.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2116209939","https://openalex.org/W2153579005","https://openalex.org/W2312717883","https://openalex.org/W2335156248","https://openalex.org/W2492461111","https://openalex.org/W2493916176","https://openalex.org/W2511832088","https://openalex.org/W2533588933","https://openalex.org/W2625464253","https://openalex.org/W2963502184","https://openalex.org/W3102772997","https://openalex.org/W3121547932","https://openalex.org/W3125952890","https://openalex.org/W4294170691"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2095118173","https://openalex.org/W2382021449","https://openalex.org/W2104269053","https://openalex.org/W2106424170","https://openalex.org/W2501188010","https://openalex.org/W4299935056","https://openalex.org/W2010935248","https://openalex.org/W2768810474"],"abstract_inverted_index":{"This":[0,123],"paper":[1,124],"presents":[2],"a":[3,55,62,113,120],"web-based":[4],"information":[5,16,76],"system,":[6],"RiskFinder,":[7],"for":[8,39,119],"facilitating":[9],"the":[10,22,25,28,36,82,102,107,133],"analyses":[11,26],"of":[12,61,64,115,137,147],"soft":[13],"and":[14,42,68],"hard":[15],"in":[17,101,140],"financial":[18,45,66,85,92,103,116],"reports.":[19],"In":[20],"particular,":[21],"system":[23,37,49,134,151],"broadens":[24],"from":[27],"word":[29],"level":[30],"to":[31,130],"sentence":[32,70,109],"level,":[33],"which":[34],"makes":[35],"useful":[38],"practitioner":[40],"communities":[41],"unprecedented":[43],"among":[44],"academics.":[46],"The":[47,150],"proposed":[48],"has":[50],"four":[51],"main":[52],"components:":[53],"1)":[54],"Form":[56,83],"10-K":[57,84],"risksentiment":[58],"dataset,":[59],"consisting":[60],"set":[63],"risklabeled":[65],"sentences":[67,100],"pre-trained":[69],"embeddings;":[71],"2)":[72],"metadata,":[73],"including":[74],"basic":[75],"on":[77,106],"each":[78],"company":[79],"that":[80,97,132],"published":[81],"report":[86],"as":[87,89],"well":[88],"several":[90],"relevant":[91],"measures;":[93],"3)":[94],"an":[95],"interface":[96],"highlights":[98],"risk-related":[99],"reports":[104],"based":[105],"latest":[108],"embedding":[110],"techniques;":[111],"4)":[112],"visualization":[114],"time-series":[117],"data":[118],"corresponding":[121],"company.":[122],"also":[125],"conducts":[126],"some":[127],"case":[128],"studies":[129],"showcase":[131],"can":[135],"be":[136],"great":[138],"help":[139],"capturing":[141],"valuable":[142],"insight":[143],"within":[144],"large":[145],"amounts":[146],"textual":[148],"information.":[149],"is":[152],"now":[153],"online":[154],"available":[155],"at":[156],"https:":[157],"//cfda.csie.org/RiskFinder/.":[158]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
