{"id":"https://openalex.org/W4412889193","doi":"https://doi.org/10.18653/v1/2025.bea-1.100","title":"NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI Tutors","display_name":"NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI Tutors","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412889193","doi":"https://doi.org/10.18653/v1/2025.bea-1.100"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.bea-1.100","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.bea-1.100","pdf_url":"https://aclanthology.org/2025.bea-1.100.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 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.bea-1.100.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107568564","display_name":"Numaan Naeem","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Numaan Naeem","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026976984","display_name":"Sarfraz Ahmad","orcid":"https://orcid.org/0000-0003-0059-477X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sarfraz Ahmad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104157672","display_name":"Momina Ahsan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Momina Ahsan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5013583310","display_name":"Iqbal Hasan","orcid":"https://orcid.org/0000-0002-6464-840X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hasan Iqbal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14562916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1254","last_page":"1259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9271000027656555,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9271000027656555,"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/mistake","display_name":"Mistake","score":0.9347163438796997},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.7773128747940063},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.705208420753479},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6695387363433838},{"id":"https://openalex.org/keywords/group-identification","display_name":"Group identification","score":0.4126644432544708},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3931620121002197},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37154829502105713},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.335321307182312},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.33245494961738586},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22493243217468262},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.12100699543952942},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10311159491539001}],"concepts":[{"id":"https://openalex.org/C2777179996","wikidata":"https://www.wikidata.org/wiki/Q911222","display_name":"Mistake","level":2,"score":0.9347163438796997},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7773128747940063},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.705208420753479},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6695387363433838},{"id":"https://openalex.org/C2986487301","wikidata":"https://www.wikidata.org/wiki/Q5146163","display_name":"Group identification","level":2,"score":0.4126644432544708},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3931620121002197},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37154829502105713},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.335321307182312},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.33245494961738586},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22493243217468262},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.12100699543952942},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10311159491539001},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.bea-1.100","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.bea-1.100","pdf_url":"https://aclanthology.org/2025.bea-1.100.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 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.bea-1.100","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.bea-1.100","pdf_url":"https://aclanthology.org/2025.bea-1.100.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 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412889193.pdf","grobid_xml":"https://content.openalex.org/works/W4412889193.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1590719878","https://openalex.org/W4244271513","https://openalex.org/W2365974527","https://openalex.org/W2913111867","https://openalex.org/W3196817267","https://openalex.org/W1976600725","https://openalex.org/W1792732476","https://openalex.org/W2118812872","https://openalex.org/W4237827198","https://openalex.org/W2553138216"],"abstract_inverted_index":{"OF":[0],"AI-POWERED":[1],"TU-TORS.The":[2],"task":[3],"involves":[4],"evaluating":[5],"whether":[6],"a":[7,12,15,40,51,65,71],"tutor's":[8],"response":[9,61],"correctly":[10],"identifies":[11],"mistake":[13],"in":[14],"student's":[16],"mathematical":[17],"reasoning.We":[18],"explore":[19],"four":[20],"approaches:":[21],"(1)":[22],"an":[23,47],"ensemble":[24],"of":[25,102],"machine":[26],"learning":[27],"models":[28,37],"over":[29],"pooled":[30],"token":[31],"embeddings":[32,45],"from":[33],"multiple":[34],"pretrained":[35],"langauge":[36],"(LMs);":[38],"(2)":[39],"frozen":[41],"sentencetransformer":[42],"using":[43],"[CLS]":[44],"with":[46,54,70,106],"MLP":[48],"classifier;":[49],"(3)":[50],"history-aware":[52],"model":[53,74],"multi-head":[55],"attention":[56],"between":[57],"token-level":[58],"history":[59],"and":[60,63,87],"embeddings;":[62],"(4)":[64],"retrieval-augmented":[66],"few-shot":[67],"prompting":[68,105],"system":[69,79],"large":[72],"language":[73],"(LLM)":[75],"i.e.GPT":[76],"4O.Our":[77],"final":[78],"retrieves":[80],"semantically":[81],"similar":[82],"examples,":[83],"constructs":[84],"structured":[85],"prompts,":[86],"uses":[88],"schema-guided":[89],"output":[90],"parsing":[91],"to":[92],"produce":[93],"interpretable":[94],"predictions.It":[95],"outperforms":[96],"all":[97],"baselines,":[98],"demonstrating":[99],"the":[100],"effectiveness":[101],"combining":[103],"example-driven":[104],"LLM":[107],"reasoning":[108],"for":[109],"pedagogical":[110],"feedback":[111],"assessment.":[112]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
