{"id":"https://openalex.org/W2757931374","doi":"https://doi.org/10.18653/v1/w17-4421","title":"Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media","display_name":"Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2757931374","doi":"https://doi.org/10.18653/v1/w17-4421","mag":"2757931374"},"language":"en","primary_location":{"id":"doi:10.18653/v1/w17-4421","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w17-4421","pdf_url":"https://www.aclweb.org/anthology/W17-4421.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 3rd Workshop on Noisy User-generated Text","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/W17-4421.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013041264","display_name":"Bill Yuchen Lin","orcid":"https://orcid.org/0000-0002-1149-0186"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bill Y. Lin","raw_affiliation_strings":["Shanghai Jiao Tong University Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038743835","display_name":"Frank F. Xu","orcid":"https://orcid.org/0000-0002-9662-7582"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Frank Xu","raw_affiliation_strings":["Shanghai Jiao Tong University Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005624262","display_name":"Zhiyi Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyi Luo","raw_affiliation_strings":["Shanghai Jiao Tong University Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101906756","display_name":"Kenny Q. Zhu","orcid":"https://orcid.org/0000-0003-3782-3230"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kenny Zhu","raw_affiliation_strings":["Shanghai Jiao Tong University Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5013041264"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":12.8712,"has_fulltext":true,"cited_by_count":124,"citation_normalized_percentile":{"value":0.98932256,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"160","last_page":"165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":1.0,"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":1.0,"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":0.9991000294685364,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/conditional-random-field","display_name":"Conditional random field","score":0.8777990937232971},{"id":"https://openalex.org/keywords/named-entity-recognition","display_name":"Named-entity recognition","score":0.8429896831512451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.817557692527771},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7083664536476135},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5415347814559937},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5412975549697876},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5275489687919617},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5252111554145813},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.515082061290741},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.46109095215797424},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4408789873123169},{"id":"https://openalex.org/keywords/entity-linking","display_name":"Entity linking","score":0.4296974241733551},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2237493395805359},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.1413649618625641}],"concepts":[{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.8777990937232971},{"id":"https://openalex.org/C2779135771","wikidata":"https://www.wikidata.org/wiki/Q403574","display_name":"Named-entity recognition","level":3,"score":0.8429896831512451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.817557692527771},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7083664536476135},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5415347814559937},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5412975549697876},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5275489687919617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5252111554145813},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.515082061290741},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.46109095215797424},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4408789873123169},{"id":"https://openalex.org/C96711827","wikidata":"https://www.wikidata.org/wiki/Q17012245","display_name":"Entity linking","level":3,"score":0.4296974241733551},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2237493395805359},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.1413649618625641},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/w17-4421","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w17-4421","pdf_url":"https://www.aclweb.org/anthology/W17-4421.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 3rd Workshop on Noisy User-generated Text","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/w17-4421","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/w17-4421","pdf_url":"https://www.aclweb.org/anthology/W17-4421.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 3rd Workshop on Noisy User-generated Text","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2757931374.pdf","grobid_xml":"https://content.openalex.org/works/W2757931374.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W371426616","https://openalex.org/W581956982","https://openalex.org/W655994999","https://openalex.org/W1522301498","https://openalex.org/W1533861849","https://openalex.org/W1677182931","https://openalex.org/W1940872118","https://openalex.org/W2051840895","https://openalex.org/W2141099517","https://openalex.org/W2143933463","https://openalex.org/W2147880316","https://openalex.org/W2157765050","https://openalex.org/W2236688737","https://openalex.org/W2250539671","https://openalex.org/W2250729567","https://openalex.org/W2250905726","https://openalex.org/W2296283641","https://openalex.org/W2573492843","https://openalex.org/W2588986918","https://openalex.org/W2757947833","https://openalex.org/W2962902328","https://openalex.org/W2964087600","https://openalex.org/W2964121744","https://openalex.org/W4233787372"],"related_works":["https://openalex.org/W4250494529","https://openalex.org/W1964783010","https://openalex.org/W2399696375","https://openalex.org/W45206245","https://openalex.org/W2211396092","https://openalex.org/W2061834489","https://openalex.org/W2751906762","https://openalex.org/W3088215229","https://openalex.org/W2167518204","https://openalex.org/W136407171"],"abstract_inverted_index":{"In":[0,78],"this":[1],"paper,":[2],"we":[3,19],"present":[4],"our":[5,88],"multichannel":[6,52],"neural":[7,67],"architecture":[8],"for":[9],"recognizing":[10],"emerging":[11],"named":[12],"entity":[13],"in":[14,21,84,94],"social":[15],"media":[16],"messages,":[17],"which":[18,46],"applied":[20],"the":[22,32,85,91,97],"Novel":[23],"and":[24,54],"Emerging":[25],"Named":[26],"Entity":[27],"Recognition":[28],"shared":[29,86],"task":[30],"at":[31],"EMNLP":[33],"2017":[34],"Workshop":[35],"on":[36],"Noisy":[37],"User-generated":[38],"Text":[39],"(W-NUT).":[40],"We":[41],"propose":[42],"a":[43,60],"novel":[44],"approach,":[45],"incorporates":[47],"comprehensive":[48],"word":[49],"representations":[50],"with":[51,80],"information":[53],"Conditional":[55],"Random":[56],"Fields":[57],"(CRF)":[58],"into":[59],"traditional":[61],"Bidirectional":[62],"Long":[63],"Short-Term":[64],"Memory":[65],"(BiL-STM)":[66],"network":[68],"without":[69],"using":[70],"any":[71],"additional":[72],"hand-crafted":[73],"features":[74],"such":[75],"as":[76],"gazetteers.":[77],"comparison":[79],"other":[81],"systems":[82],"participating":[83],"task,":[87],"system":[89],"won":[90],"3rd":[92],"place":[93],"terms":[95],"of":[96,99],"average":[98],"two":[100],"evaluation":[101],"metrics.":[102]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":25},{"year":2019,"cited_by_count":27},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":3}],"updated_date":"2026-02-15T05:58:04.055770","created_date":"2025-10-10T00:00:00"}
