{"id":"https://openalex.org/W4399932660","doi":"https://doi.org/10.1145/3660853.3660921","title":"An End-to-End Framework for Multi-Docs Chatbot using Llama2","display_name":"An End-to-End Framework for Multi-Docs Chatbot using Llama2","publication_year":2024,"publication_date":"2024-05-25","ids":{"openalex":"https://openalex.org/W4399932660","doi":"https://doi.org/10.1145/3660853.3660921"},"language":"en","primary_location":{"id":"doi:10.1145/3660853.3660921","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3660853.3660921","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3660853.3660921","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Cognitive Models and Artificial Intelligence Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3660853.3660921","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066893327","display_name":"Purvika Joshi","orcid":"https://orcid.org/0009-0009-5055-9965"},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Purvika Joshi","raw_affiliation_strings":["University of Petroleum and Energy Studies, India"],"raw_orcid":"https://orcid.org/0009-0009-5055-9965","affiliations":[{"raw_affiliation_string":"University of Petroleum and Energy Studies, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099426898","display_name":"Subhangi Sati","orcid":"https://orcid.org/0009-0008-7074-5733"},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Subhangi Sati","raw_affiliation_strings":["University of Petroleum and Energy Studies, India"],"raw_orcid":"https://orcid.org/0009-0008-7074-5733","affiliations":[{"raw_affiliation_string":"University of Petroleum and Energy Studies, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093730372","display_name":"Ayan Sar","orcid":null},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ayan Sar","raw_affiliation_strings":["University of Petroleum and Energy Studies, India"],"raw_orcid":"https://orcid.org/0009-0004-2356-6629","affiliations":[{"raw_affiliation_string":"University of Petroleum and Energy Studies, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099426899","display_name":"Sumit Aich","orcid":null},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sumit Aich","raw_affiliation_strings":["University of Petroleum and Energy Studies, India"],"raw_orcid":"https://orcid.org/0009-0005-7509-2776","affiliations":[{"raw_affiliation_string":"University of Petroleum and Energy Studies, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021051196","display_name":"Tanupriya Choudhury","orcid":"https://orcid.org/0000-0002-9826-2759"},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tanupriya Choudhury","raw_affiliation_strings":["CSE Dept., Graphic Era Deemed to be University, India"],"raw_orcid":"https://orcid.org/0000-0002-9826-2759","affiliations":[{"raw_affiliation_string":"CSE Dept., Graphic Era Deemed to be University, India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077770842","display_name":"Ketan Kotecha","orcid":"https://orcid.org/0000-0003-2653-3780"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ketan Kotecha","raw_affiliation_strings":["Symbiosis Institute of Technology, Lavale, Pune,\u00a0412115,\u00a0India, Symbiosis Centre for Applied Artificial Intelligence (SCAAI), Symbiosis International (Deemed University) (SIU), India"],"raw_orcid":"https://orcid.org/0000-0003-2653-3780","affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Lavale, Pune,\u00a0412115,\u00a0India, Symbiosis Centre for Applied Artificial Intelligence (SCAAI), Symbiosis International (Deemed University) (SIU), India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059156232","display_name":"Turgut \u00d6zseven","orcid":"https://orcid.org/0000-0002-6325-461X"},"institutions":[{"id":"https://openalex.org/I238144855","display_name":"Tokat Gaziosmanpa\u015fa \u00dcniversitesi","ror":"https://ror.org/01rpe9k96","country_code":"TR","type":"education","lineage":["https://openalex.org/I238144855"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Turgut Ozseven","raw_affiliation_strings":["Tokat Gaziosmanpasa University, T?rkiye"],"raw_orcid":"https://orcid.org/0000-0002-6325-461X","affiliations":[{"raw_affiliation_string":"Tokat Gaziosmanpasa University, T?rkiye","institution_ids":["https://openalex.org/I238144855"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3543,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50188416,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"232","last_page":"236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.8388000130653381,"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/T12128","display_name":"AI in Service Interactions","score":0.8388000130653381,"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/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.7369999885559082,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/end-to-end-principle","display_name":"End-to-end principle","score":0.8426727056503296},{"id":"https://openalex.org/keywords/chatbot","display_name":"Chatbot","score":0.7971111536026001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6087614297866821},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.4690537750720978},{"id":"https://openalex.org/keywords/end-user-development","display_name":"End-user development","score":0.4520754814147949},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32413700222969055},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.28607243299484253}],"concepts":[{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.8426727056503296},{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.7971111536026001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6087614297866821},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.4690537750720978},{"id":"https://openalex.org/C2776867947","wikidata":"https://www.wikidata.org/wiki/Q500467","display_name":"End-user development","level":3,"score":0.4520754814147949},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32413700222969055},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28607243299484253}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3660853.3660921","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3660853.3660921","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3660853.3660921","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Cognitive Models and Artificial Intelligence Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3660853.3660921","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3660853.3660921","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3660853.3660921","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Cognitive Models and Artificial Intelligence Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399932660.pdf","grobid_xml":"https://content.openalex.org/works/W4399932660.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2133564696","https://openalex.org/W2159640018","https://openalex.org/W2181504572","https://openalex.org/W2412899141","https://openalex.org/W2432549722","https://openalex.org/W2463565445","https://openalex.org/W2592808142","https://openalex.org/W2613904329","https://openalex.org/W2625113742","https://openalex.org/W2914204778","https://openalex.org/W2917128112","https://openalex.org/W2989692108"],"related_works":["https://openalex.org/W4299590256","https://openalex.org/W2919182614","https://openalex.org/W4391021524","https://openalex.org/W3163634122","https://openalex.org/W2113114423","https://openalex.org/W4287122814","https://openalex.org/W2167239121","https://openalex.org/W4391709660","https://openalex.org/W2529145526","https://openalex.org/W2884814595"],"abstract_inverted_index":{"The":[0,53],"evolution":[1],"of":[2,21,40,49,79,112,146,150,172,191,215],"conversational":[3,67,143],"agents,":[4],"in":[5,15,136,169],"particular":[6],"the":[7,47,50,85,92,96,118,147,151,154,165,170,183,189,192,206,213],"case":[8],"with":[9,122,212],"chatbots,":[10],"has":[11],"experienced":[12],"huge":[13],"boosts":[14],"recent":[16],"years,":[17],"enabling":[18],"a":[19,34,38,60,65,197],"variety":[20],"tasks":[22],"and":[23,99,102,127,142,162,174,208,219],"allowing":[24],"users":[25],"to":[26,58,120,204],"enjoy":[27],"much":[28],"more":[29],"interaction.":[30],"This":[31],"research":[32],"presents":[33],"sequential":[35],"model":[36],"for":[37,159],"Chatbot":[39],"multiple":[41],"documents":[42],"that":[43,69,130,157,200],"is":[44,153,196],"based":[45],"on":[46,71],"best":[48],"Llama2":[51],"mod-el.":[52],"document":[54,106,179],"classification":[55],"framework":[56],"intends":[57],"offer":[59],"user-oriented":[61],"as":[62,64,139],"well":[63],"versatile":[66],"approach":[68],"draws":[70],"data":[72],"from":[73,95,177],"several":[74],"fields.":[75],"Through":[76],"proper":[77],"implementation":[78],"state-of-the-art":[80],"natural":[81],"language":[82],"processing":[83],"technology,":[84],"chatbot":[86,166],"can":[87,201],"understand":[88],"users'":[89],"inquiries,":[90],"retrieve":[91],"required":[93],"in-formation":[94],"uploaded":[97],"files,":[98],"respond":[100],"fluently":[101],"understandably.":[103],"It":[104],"provides":[105],"management":[107],"processes,":[108],"like":[109],"file":[110,125],"handling":[111],"PDF,":[113],"DOCX,":[114],"etc.,":[115],"which":[116,195],"enables":[117],"user":[119,217],"work":[121,184],"almost":[123],"all":[124],"types":[126],"formats.":[128],"And":[129],"directly":[131],"uses":[132],"Hugging":[133],"Face":[134],"Transformers":[135],"such":[137],"processes":[138],"text":[140],"embed-ding":[141],"generation.":[144],"One":[145],"key":[148],"components":[149],"system":[152,194],"FAISS":[155],"tool":[156,199],"allows":[158],"vector":[160],"storage":[161],"retrieval":[163],"keeping":[164],"operating":[167],"efficiently":[168],"process":[171],"searching":[173],"retrieving":[175],"information":[176,209],"vast":[178],"collections.":[180],"In":[181],"summary,":[182],"provided":[185],"here":[186],"lays":[187],"out":[188],"foundations":[190],"multi-doc":[193],"powerful":[198],"be":[202],"used":[203],"improve":[205],"deployments":[207],"search":[210],"tasks,":[211],"effect":[214],"boost-ing":[216],"engagement":[218],"productivity.":[220]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}