{"id":"https://openalex.org/W4409594073","doi":"https://doi.org/10.1109/ccwc62904.2025.10903902","title":"Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview","display_name":"Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview","publication_year":2025,"publication_date":"2025-01-06","ids":{"openalex":"https://openalex.org/W4409594073","doi":"https://doi.org/10.1109/ccwc62904.2025.10903902"},"language":"en","primary_location":{"id":"doi:10.1109/ccwc62904.2025.10903902","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccwc62904.2025.10903902","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032808390","display_name":"Fnu Neha","orcid":"https://orcid.org/0009-0004-3702-2382"},"institutions":[{"id":"https://openalex.org/I149910238","display_name":"Kent State University","ror":"https://ror.org/049pfb863","country_code":"US","type":"education","lineage":["https://openalex.org/I149910238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fnu Neha","raw_affiliation_strings":["Kent State University,Kent,Ohio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kent State University,Kent,Ohio,USA","institution_ids":["https://openalex.org/I149910238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007740024","display_name":"Deepshikha Bhati","orcid":"https://orcid.org/0009-0002-0115-6026"},"institutions":[{"id":"https://openalex.org/I149910238","display_name":"Kent State University","ror":"https://ror.org/049pfb863","country_code":"US","type":"education","lineage":["https://openalex.org/I149910238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deepshikha Bhati","raw_affiliation_strings":["Kent State University,Kent,Ohio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kent State University,Kent,Ohio,USA","institution_ids":["https://openalex.org/I149910238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113428536","display_name":"Deepak Kumar Shukla","orcid":"https://orcid.org/0009-0008-3813-4959"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deepak Kumar Shukla","raw_affiliation_strings":["Rutgers University,Newark,NJ,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University,Newark,NJ,USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050882663","display_name":"Angela Guercio","orcid":"https://orcid.org/0000-0003-2971-9783"},"institutions":[{"id":"https://openalex.org/I149910238","display_name":"Kent State University","ror":"https://ror.org/049pfb863","country_code":"US","type":"education","lineage":["https://openalex.org/I149910238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Angela Guercio","raw_affiliation_strings":["Kent State University,Kent,Ohio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kent State University,Kent,Ohio,USA","institution_ids":["https://openalex.org/I149910238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102141748","display_name":"Ben Ward","orcid":null},"institutions":[{"id":"https://openalex.org/I149910238","display_name":"Kent State University","ror":"https://ror.org/049pfb863","country_code":"US","type":"education","lineage":["https://openalex.org/I149910238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ben Ward","raw_affiliation_strings":["Kent State University,Kent,Ohio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kent State University,Kent,Ohio,USA","institution_ids":["https://openalex.org/I149910238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.3651,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97536971,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"00633","last_page":"00639"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980000257492065,"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":0.9980000257492065,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9775000214576721,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9340999722480774,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7497813105583191},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.46055567264556885},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3692386746406555},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35007673501968384}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7497813105583191},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.46055567264556885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3692386746406555},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35007673501968384}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccwc62904.2025.10903902","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccwc62904.2025.10903902","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2039133703","https://openalex.org/W2896457183","https://openalex.org/W3027879771","https://openalex.org/W3115677442","https://openalex.org/W4221167110","https://openalex.org/W4226399820","https://openalex.org/W4229005866","https://openalex.org/W4294568802","https://openalex.org/W4379284826","https://openalex.org/W4380669376","https://openalex.org/W4385245566","https://openalex.org/W4386187806","https://openalex.org/W4387074650","https://openalex.org/W4396511191","https://openalex.org/W4396949479","https://openalex.org/W4399268582","https://openalex.org/W4400249931","https://openalex.org/W4402227480","https://openalex.org/W4409258158","https://openalex.org/W6739901393","https://openalex.org/W6746539994","https://openalex.org/W6755207826","https://openalex.org/W6777615688","https://openalex.org/W6810296985","https://openalex.org/W6811129797","https://openalex.org/W6811340617","https://openalex.org/W6857355173","https://openalex.org/W6869746968","https://openalex.org/W6873180580","https://openalex.org/W7011036107"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,133,149],"rapid":[1],"development":[2],"of":[3,12,37,53,83,95,159],"Artificial":[4],"Intelligence":[5],"(AI)":[6],"has":[7],"led":[8],"to":[9,152],"the":[10,78,112,127],"creation":[11,163],"powerful":[13],"text":[14,55,84,121],"generation":[15,85],"models,":[16,97],"such":[17],"as":[18],"large":[19],"language":[20],"models":[21],"(LLMs),":[22],"which":[23],"are":[24],"widely":[25],"used":[26],"for":[27,138],"di-verse":[28],"applications.":[29],"However,":[30],"concerns":[31],"surrounding":[32],"AI-generated":[33,120],"content,":[34],"including":[35,98],"issues":[36],"originality,":[38],"bias,":[39],"misinformation,":[40],"and":[41,63,81,104,125,146,156],"accountability,":[42],"have":[43],"become":[44],"increasingly":[45],"prominent.":[46],"This":[47,66],"paper":[48,67,113,134,150],"offers":[49],"a":[50,73,153],"comprehensive":[51],"overview":[52],"AI":[54,144,160],"generators":[56],"(AITGs),":[57],"focusing":[58],"on":[59,101],"their":[60,99],"evolution,":[61],"capabilities,":[62],"ethical":[64,128,143],"implications.":[65],"also":[68],"introduces":[69],"Retrieval-Augmented":[70],"Generation":[71],"(RAG),":[72],"recent":[74],"approach":[75],"that":[76,117],"improves":[77],"contextual":[79],"relevance":[80],"accuracy":[82],"by":[86],"integrating":[87],"dynamic":[88],"infor-mation":[89],"retrieval.":[90],"RAG":[91],"addresses":[92],"key":[93],"limitations":[94],"traditional":[96],"reliance":[100],"static":[102],"knowledge":[103],"potential":[105],"inaccuracies":[106],"in":[107,161],"handling":[108],"real-world":[109],"data.":[110],"Additionally,":[111],"reviews":[114],"detection":[115,140],"tools":[116],"help":[118],"differentiate":[119],"from":[122],"human-written":[123],"content":[124,162],"discusses":[126],"challenges":[129],"these":[130,165],"technologies":[131],"pose.":[132],"explores":[135],"future":[136],"directions":[137],"improving":[139],"accuracy,":[141],"supporting":[142],"development,":[145],"increasing":[147],"accessibility.":[148],"contributes":[151],"more":[154],"responsible":[155],"reliable":[157],"use":[158],"through":[164],"discussions.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}