{"id":"https://openalex.org/W4412889381","doi":"https://doi.org/10.18653/v1/2025.acl-srw.31","title":"Enhancing Software Requirements Engineering with Language Models and Prompting Techniques: Insights from the Current Research and Future Directions","display_name":"Enhancing Software Requirements Engineering with Language Models and Prompting Techniques: Insights from the Current Research and Future Directions","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412889381","doi":"https://doi.org/10.18653/v1/2025.acl-srw.31"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.acl-srw.31","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-srw.31","pdf_url":"https://aclanthology.org/2025.acl-srw.31.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 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.acl-srw.31.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084198255","display_name":"M. A. Ebrahim","orcid":"https://orcid.org/0000-0001-8100-5206"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Moemen Ebrahim","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010758990","display_name":"Shawkat K. Guirguis","orcid":"https://orcid.org/0000-0001-5718-9025"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shawkat Guirguis","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5119181745","display_name":"Christine Basta","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christine Basta","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5084198255"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0272,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92269995,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"486","last_page":"496"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9879000186920166,"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/T10260","display_name":"Software Engineering Research","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.6847938895225525},{"id":"https://openalex.org/keywords/current","display_name":"Current (fluid)","score":0.6289287805557251},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.5656846761703491},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4303184747695923},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.42348572611808777},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2612396478652954},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21522587537765503},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10331553220748901}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6847938895225525},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.6289287805557251},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5656846761703491},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4303184747695923},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.42348572611808777},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2612396478652954},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21522587537765503},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10331553220748901}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.acl-srw.31","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-srw.31","pdf_url":"https://aclanthology.org/2025.acl-srw.31.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 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.acl-srw.31","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.acl-srw.31","pdf_url":"https://aclanthology.org/2025.acl-srw.31.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 63rd Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412889381.pdf","grobid_xml":"https://content.openalex.org/works/W4412889381.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"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":{"Large":[0],"Language":[1,34],"Models":[2,35],"(LLMs)":[3],"offer":[4],"transformative":[5],"potential":[6],"for":[7,52,72,123],"Software":[8],"Requirements":[9],"Engineering":[10],"(SRE),":[11],"yet":[12],"critical":[13],"challenges,":[14],"including":[15,132],"domain":[16],"ignorance,":[17],"hallucinations,":[18],"and":[19,37,69,78,83,108,128,136],"high":[20],"computational":[21],"costs,":[22],"hinder":[23],"their":[24],"adoption.This":[25],"paper":[26,118],"proposes":[27],"a":[28,88,120],"conceptual":[29],"framework":[30],"that":[31],"integrates":[32],"Small":[33],"(SLMs)":[36],"Knowledge-Augmented":[38],"LMs":[39],"(KALMs)":[40],"with":[41,61],"LangChain":[42,71],"to":[43,65,114],"address":[44],"these":[45],"limitations":[46],"systematically.Our":[47],"approach":[48],"combines:":[49],"(1)":[50],"SLMs":[51],"efficient,":[53],"locally":[54],"deployable":[55],"requirements":[56],"processing,":[57],"(2)":[58],"KALMs":[59],"enhanced":[60],"Retrieval-Augmented":[62],"Generation":[63],"(RAG)":[64],"mitigate":[66],"domain-specific":[67],"gaps,":[68],"(3)":[70],"structured,":[73],"secure":[74],"workflow":[75],"orchestration.We":[76],"identify":[77],"categorize":[79],"six":[80],"technical":[81],"challenges":[82],"two":[84],"research":[85],"gaps":[86],"through":[87],"systematic":[89],"review":[90],"of":[91],"LLM":[92],"applications":[93],"in":[94],"SRE.To":[95],"guide":[96],"practitioners,":[97],"we":[98],"distill":[99],"evidence-based":[100],"prompt":[101,134],"engineering":[102],"guidelines":[103],"(Context,":[104],"Language,":[105],"Examples,":[106],"Keywords)":[107],"propose":[109],"prompting":[110],"strategies":[111],"(e.g.,":[112],"Chainof-Verification)":[113],"improve":[115],"output":[116],"reliability.The":[117],"establishes":[119],"theoretical":[121],"foundation":[122],"scalable,":[124],"trustworthy":[125],"AI-assisted":[126],"SRE":[127],"outlines":[129],"future":[130],"directions,":[131],"domainspecific":[133],"templates":[135],"hybrid":[137],"validation":[138],"pipelines.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}