{"id":"https://openalex.org/W4413267842","doi":"https://doi.org/10.1145/3696630.3728697","title":"From Words to Wisdom: LLMs Summarizing Instructional Content","display_name":"From Words to Wisdom: LLMs Summarizing Instructional Content","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4413267842","doi":"https://doi.org/10.1145/3696630.3728697"},"language":"en","primary_location":{"id":"doi:10.1145/3696630.3728697","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696630.3728697","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3696630.3728697","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063838157","display_name":"\u0141ukasz Chom\u0105tek","orcid":"https://orcid.org/0000-0002-7651-6877"},"institutions":[{"id":"https://openalex.org/I188884621","display_name":"Lodz University of Technology","ror":"https://ror.org/00s8fpf52","country_code":"PL","type":"education","lineage":["https://openalex.org/I188884621"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"\u0141ukasz Chom\u0105tek","raw_affiliation_strings":["Institute of Information Technology, Lodz University of Technology, Lodz, lodzkie, Poland"],"raw_orcid":"https://orcid.org/0000-0002-7651-6877","affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Lodz University of Technology, Lodz, lodzkie, Poland","institution_ids":["https://openalex.org/I188884621"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119327508","display_name":"Wojciech S\u0142abosz","orcid":null},"institutions":[{"id":"https://openalex.org/I188884621","display_name":"Lodz University of Technology","ror":"https://ror.org/00s8fpf52","country_code":"PL","type":"education","lineage":["https://openalex.org/I188884621"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Wojciech S\u0142abosz","raw_affiliation_strings":["Institute of Information Technology, Lodz University of Technology, Lodz, lodzkie, Poland"],"raw_orcid":"https://orcid.org/0009-0003-3949-3412","affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Lodz University of Technology, Lodz, lodzkie, Poland","institution_ids":["https://openalex.org/I188884621"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013778168","display_name":"Aneta Poniszewska-Mara\u0144da","orcid":"https://orcid.org/0000-0001-7596-0813"},"institutions":[{"id":"https://openalex.org/I188884621","display_name":"Lodz University of Technology","ror":"https://ror.org/00s8fpf52","country_code":"PL","type":"education","lineage":["https://openalex.org/I188884621"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Aneta Poniszewska-Mara\u0144da","raw_affiliation_strings":["Institute of Information Technology, Lodz University of Technology, Lodz, lodzkie, Poland"],"raw_orcid":"https://orcid.org/0000-0001-7596-0813","affiliations":[{"raw_affiliation_string":"Institute of Information Technology, Lodz University of Technology, Lodz, lodzkie, Poland","institution_ids":["https://openalex.org/I188884621"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I188884621"],"apc_list":null,"apc_paid":null,"fwci":6.2354,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96148881,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1623","last_page":"1630"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.9333999752998352,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13643","display_name":"Artificial Intelligence in Law","score":0.9333999752998352,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9240999817848206,"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/T13999","display_name":"Digital Rights Management and Security","score":0.9154999852180481,"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":0.569365382194519},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3387258052825928}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.569365382194519},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3387258052825928}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696630.3728697","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696630.3728697","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696630.3728697","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696630.3728697","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8199999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1879163450","https://openalex.org/W2185765020","https://openalex.org/W2465309725","https://openalex.org/W2902744721","https://openalex.org/W2907262778","https://openalex.org/W2911777693","https://openalex.org/W3027042170","https://openalex.org/W3112103703","https://openalex.org/W3119920397","https://openalex.org/W3159259047","https://openalex.org/W3202521798","https://openalex.org/W4280633202","https://openalex.org/W4293192144","https://openalex.org/W4382202377","https://openalex.org/W4384072386","https://openalex.org/W4397019678","https://openalex.org/W4400642199"],"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":{"This":[0],"study":[1],"explores":[2],"the":[3,46,87,91,98,119,127],"effectiveness":[4],"of":[5,59,62,100,129],"large":[6],"language":[7],"models":[8,75],"(LLMs)":[9],"in":[10,18,103,135],"summarizing":[11],"instructional":[12,37,54],"video":[13],"transcriptions,":[14],"a":[15],"key":[16],"application":[17],"educational":[19,136],"technology.":[20],"We":[21],"assessed":[22],"nine":[23],"LLMs":[24],"using":[25],"two":[26],"prompts\u2014a":[27],"simple":[28],"base":[29],"prompt":[30,93,130],"and":[31,43,67,79,132,139,146],"an":[32],"enhanced,":[33],"structured":[34],"prompt\u2014across":[35],"62":[36],"videos.":[38],"Two":[39],"evaluating":[40],"models,":[41],"gpt-4o-mini":[42,112],"gemini-1.5-flash,":[44,117],"scored":[45],"summaries":[47],"based":[48],"on":[49],"seven":[50],"criteria":[51],"tailored":[52],"to":[53],"content:":[55],"overall":[56],"structure,":[57],"presence":[58],"examples,":[60],"availability":[61],"sources,":[63],"relevance,":[64],"coherence,":[65],"narration,":[66],"ACCURACY.":[68],"Results":[69],"showed":[70],"notable":[71],"performance":[72],"differences,":[73],"with":[74,86,111],"like":[76],"Mistral":[77],"Large":[78],"Claude":[80],"3.5":[81],"Sonnet":[82],"performing":[83],"best,":[84],"especially":[85],"enhanced":[88,92],"prompt.":[89],"However,":[90],"improved":[94],"narrative":[95],"quality":[96],"at":[97],"expense":[99],"structural":[101],"clarity":[102],"some":[104],"cases.":[105],"Evaluator":[106],"bias":[107],"was":[108],"also":[109],"observed,":[110],"assigning":[113],"higher":[114],"scores":[115],"than":[116],"highlighting":[118],"need":[120],"for":[121],"multiple":[122],"evaluators.":[123],"These":[124],"findings":[125],"underscore":[126],"role":[128],"design":[131],"model":[133],"choice":[134],"LLM":[137],"applications":[138],"suggest":[140],"future":[141],"research":[142],"into":[143],"optimizing":[144],"prompts":[145],"standardizing":[147],"evaluation":[148],"methods.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}