{"id":"https://openalex.org/W4403535530","doi":"https://doi.org/10.1134/s1995080224603758","title":"Large Language Models in Targeted Sentiment Analysis for Russian","display_name":"Large Language Models in Targeted Sentiment Analysis for Russian","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4403535530","doi":"https://doi.org/10.1134/s1995080224603758"},"language":"en","primary_location":{"id":"doi:10.1134/s1995080224603758","doi":"https://doi.org/10.1134/s1995080224603758","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s1995080224603758","pdf_url":null,"source":{"id":"https://openalex.org/S106263159","display_name":"Lobachevskii Journal of Mathematics","issn_l":"1818-9962","issn":["1818-9962","1995-0802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["anvur-scientific","dongbi-d","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lobachevskii Journal of Mathematics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.bournemouth.ac.uk/41161/1/2404.12342v1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063904358","display_name":"Nicolay Rusnachenko","orcid":"https://orcid.org/0000-0002-9750-5499","observed_orcids":["https://orcid.org/0000-0002-9750-5499"]},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"N. Rusnachenko","raw_affiliation_strings":["Newcastle University, Newcastle Upon Tyne, England, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Newcastle University, Newcastle Upon Tyne, England, United Kingdom","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":null,"display_name":"A. Golubev","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I19880235","display_name":"Lomonosov Moscow State University","ror":"https://ror.org/010pmpe69","country_code":"RU","type":"education","lineage":["https://openalex.org/I19880235"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"A. Golubev","raw_affiliation_strings":["Lomonosov Moscow State University, 119234, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lomonosov Moscow State University, 119234, Moscow, Russia","institution_ids":["https://openalex.org/I19880235"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003446912","display_name":"Natalia Loukachevitch","orcid":"https://orcid.org/0000-0002-1883-4121","observed_orcids":["https://orcid.org/0000-0002-1883-4121"]},"institutions":[{"id":"https://openalex.org/I19880235","display_name":"Lomonosov Moscow State University","ror":"https://ror.org/010pmpe69","country_code":"RU","type":"education","lineage":["https://openalex.org/I19880235"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"N. Loukachevitch","raw_affiliation_strings":["Research Computing Center, Lomonosov Moscow State University, 119234, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Computing Center, Lomonosov Moscow State University, 119234, Moscow, Russia","institution_ids":["https://openalex.org/I19880235"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5003446912","https://openalex.org/A5063904358"],"corresponding_institution_ids":["https://openalex.org/I19880235","https://openalex.org/I84884186"],"apc_list":null,"apc_paid":null,"fwci":2.074,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88354127,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"45","issue":"7","first_page":"3148","last_page":"3158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9990000128746033,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9990000128746033,"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":0.0008999999845400453,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/russian-language","display_name":"Russian language","score":0.8769999742507935},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9340000152587891},{"id":"https://openalex.org/keywords/instruction-tuned-llms","display_name":"instruction-tuned LLMs","score":0.7260000109672546},{"id":"https://openalex.org/keywords/zero-shot-learning","display_name":"zero-shot learning","score":0.8389999866485596},{"id":"https://openalex.org/keywords/chain-of-thought-reasoning","display_name":"chain-of-thought reasoning","score":0.8309999704360962},{"id":"https://openalex.org/keywords/flan-t5","display_name":"Flan-T5","score":0.8330000042915344},{"id":"https://openalex.org/keywords/news-articles","display_name":"news articles","score":0.7960000038146973},{"id":"https://openalex.org/keywords/generative-transformers","display_name":"generative transformers","score":0.6000000238418579}],"concepts":[{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.7626646161079407},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.3845633864402771},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.36076587438583374},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.05897706747055054}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1134/s1995080224603758","doi":"https://doi.org/10.1134/s1995080224603758","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s1995080224603758","pdf_url":null,"source":{"id":"https://openalex.org/S106263159","display_name":"Lobachevskii Journal of Mathematics","issn_l":"1818-9962","issn":["1818-9962","1995-0802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["anvur-scientific","dongbi-d","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lobachevskii Journal of Mathematics","raw_type":"journal-article"},{"id":"pmh:oai:eprints.bournemouth.ac.uk:41161","doi":null,"is_oa":true,"landing_page_url":"https://eprints.bournemouth.ac.uk/41161/1/2404.12342v1.pdf","pdf_url":"https://eprints.bournemouth.ac.uk/41161/1/2404.12342v1.pdf","source":{"id":"https://openalex.org/S4306400187","display_name":"Bournemouth University Research Online (Bournemouth University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9300472","host_organization_name":"Bournemouth University","host_organization_lineage":["https://openalex.org/I9300472"],"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":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:eprints.bournemouth.ac.uk:41161","doi":null,"is_oa":true,"landing_page_url":"https://eprints.bournemouth.ac.uk/41161/1/2404.12342v1.pdf","pdf_url":"https://eprints.bournemouth.ac.uk/41161/1/2404.12342v1.pdf","source":{"id":"https://openalex.org/S4306400187","display_name":"Bournemouth University Research Online (Bournemouth University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9300472","host_organization_name":"Bournemouth University","host_organization_lineage":["https://openalex.org/I9300472"],"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":null,"raw_type":"Article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324099","display_name":"Russian Science Foundation","ror":"https://ror.org/03y2gwe85"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403535530.pdf","grobid_xml":"https://content.openalex.org/works/W4403535530.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W193780173","https://openalex.org/W2164733043","https://openalex.org/W2251648804","https://openalex.org/W2255436816","https://openalex.org/W2465978385","https://openalex.org/W2785791056","https://openalex.org/W2908510526","https://openalex.org/W2962784628","https://openalex.org/W2963341956","https://openalex.org/W2965373594","https://openalex.org/W2979826702","https://openalex.org/W2981852735","https://openalex.org/W3015468748","https://openalex.org/W3030163527","https://openalex.org/W3045462440","https://openalex.org/W3045686939","https://openalex.org/W3083410900","https://openalex.org/W3125131374","https://openalex.org/W3168867926","https://openalex.org/W3198002980","https://openalex.org/W3209701493","https://openalex.org/W4221143046","https://openalex.org/W4224308101","https://openalex.org/W4287888651","https://openalex.org/W4303648904","https://openalex.org/W4304697829","https://openalex.org/W4307079201","https://openalex.org/W4313447114","https://openalex.org/W4322718191","https://openalex.org/W4379468930","https://openalex.org/W4385571157","https://openalex.org/W4385571452","https://openalex.org/W4386655575","https://openalex.org/W4386925903","https://openalex.org/W4387561528","https://openalex.org/W4389518760","https://openalex.org/W4390041933","https://openalex.org/W4390283300","https://openalex.org/W4391534600","https://openalex.org/W4391551774","https://openalex.org/W4391590915","https://openalex.org/W4401042286","https://openalex.org/W6954847198"],"related_works":["https://openalex.org/W4394972183","https://openalex.org/W4391551774","https://openalex.org/W4413756590","https://openalex.org/W4391556822","https://openalex.org/W3125131374","https://openalex.org/W4401078723","https://openalex.org/W4413751422","https://openalex.org/W3041329704","https://openalex.org/W3191570265","https://openalex.org/W4366967646"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"investigate":[4],"the":[5,15,35,50,65,70,80,83,89,103,115,120,123,143],"use":[6],"of":[7,27,37,45,52,55,67,82,102,122,129,145],"decoder-based":[8],"generative":[9],"transformers":[10,96],"for":[11],"extracting":[12],"sentiment":[13,24,130],"towards":[14],"named":[16],"entities":[17],"in":[18,39],"Russian":[19],"news":[20],"articles.":[21],"We":[22,33,77],"study":[23],"analysis":[25,131],"capabilities":[26,54,101],"instruction-tuned":[28],"large":[29],"language":[30],"models":[31,106],"(LLMs).":[32],"consider":[34],"dataset":[36],"RuSentNE-2023":[38,133],"our":[40],"study.":[41],"The":[42,62,126],"first":[43],"group":[44],"experiments":[46],"was":[47],"aimed":[48],"at":[49,110],"evaluation":[51],"zero-shot":[53,84,124],"LLMs":[56],"with":[57,107,114],"closed":[58],"and":[59],"open":[60],"transparencies.":[61],"second":[63],"covers":[64],"fine-tuning":[66],"Flan-T5":[68,105,138],"using":[69],"\u2018\u2018chain-of-thought\u2019\u2019":[71],"(CoT)":[72],"three-hop":[73],"reasoning":[74],"framework":[75,153],"(THoR).":[76],"found":[78],"that":[79],"results":[81,90,121,128,144],"approaches":[85],"are":[86],"similar":[87],"to":[88,119],"achieved":[91,135],"by":[92,136],"baseline":[93],"fine-tuned":[94,104,137],"encoder-based":[95],"(BERT":[97],"$${}_{\\text{base}}$$":[98],").":[99],"Reasoning":[100],"THoR":[108],"achieve":[109],"least":[111],"$$5\\%$$":[112],"increment":[113],"base-size":[116],"model":[117],"compared":[118],"experiment.":[125],"best":[127],"on":[132],"were":[134],"$${}_{\\text{xl}}$$":[139],",":[140],"which":[141],"surpassed":[142],"previous":[146],"state-of-the-art":[147],"transformer-based":[148],"classifiers.":[149],"Our":[150],"CoT":[151],"application":[152],"is":[154],"publicly":[155],"available:":[156],"https://github.com/nicolay-r/Reasoning-for-Sentiment-Analysis-Framework":[157]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2024-10-19T00:00:00"}
