{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T16:59:29Z","timestamp":1773248369458,"version":"3.50.1"},"reference-count":29,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,5]],"date-time":"2025-10-05T00:00:00Z","timestamp":1759622400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,5]],"date-time":"2025-10-05T00:00:00Z","timestamp":1759622400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,5]]},"DOI":"10.1109\/smc58881.2025.11343557","type":"proceedings-article","created":{"date-parts":[[2026,1,28]],"date-time":"2026-01-28T20:54:44Z","timestamp":1769633684000},"page":"7245-7250","source":"Crossref","is-referenced-by-count":1,"title":["How Well Do LLMs Predict Prerequisite Skills? Zero-Shot Comparison to Expert-Defined Concepts"],"prefix":"10.1109","author":[{"given":"Ngoc Luyen","family":"Le","sequence":"first","affiliation":[{"name":"Universit&#x00E9; de Technologie de Compi&#x00E8;gne,CNRS, Heudiasyc (Heuristics and Diagnosis of Complex Systems),Compi&#x00E8;gne Cedex,France,CS 60319 - 60203"}]},{"given":"Marie-H\u00e9l\u00e8ne","family":"Abel","sequence":"additional","affiliation":[{"name":"Universit&#x00E9; de Technologie de Compi&#x00E8;gne,CNRS, Heudiasyc (Heuristics and Diagnosis of Complex Systems),Compi&#x00E8;gne Cedex,France,CS 60319 - 60203"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/S0004-3702(99)00008-9"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.5555\/2969239.2969296"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2018.00019"},{"key":"ref4","volume-title":"Taxonomy of educational objectives: The classification of educational goals. Handbook 1: Cognitive domain","author":"Bloom","year":"1956"},{"key":"ref5","article-title":"Gpt-4 technical report","author":"Achiam","year":"2023"},{"key":"ref6","volume-title":"The claude 3 model family: Opus, sonnet, haiku","year":"2024"},{"key":"ref7","article-title":"Llama: Open and efficient foundation language models","author":"Touvron","year":"2023"},{"key":"ref8","article-title":"Gemini: a family of highly capable multimodal models","author":"Team","year":"2023"},{"key":"ref9","article-title":"Emergent abilities of large language models","author":"Wei","year":"2022"},{"key":"ref10","volume-title":"Computer Science Curricula 2013","year":"2013"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/10494820.2022.2039947"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33019589"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P17-1133"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i2.32156"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/n19\u20131423"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3604915.3608889"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-36336-8_4"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP49660.2025.10889242"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM59182.2024.00088"},{"key":"ref20","article-title":"Skill-llm: Repurposing general-purpose llms for skill extraction","author":"Herandi","year":"2024"},{"key":"ref21","article-title":"Taxonomy-guided zero-shot recommendations with llms","author":"Liang","year":"2024"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3343123"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.34190\/ejel.20.5.2597"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2017.05.004"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2018.2857768"},{"key":"ref26","first-page":"27730","article-title":"Training language models to follow instructions with human feedback","volume":"35","author":"Ouyang","year":"2022","journal-title":"Advances in neural information processing systems"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.52202\/079017-0011"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D19-1410"},{"key":"ref29","article-title":"Bertscore: Evaluating text generation with bert","author":"Zhang","year":"2019"}],"event":{"name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","location":"Vienna, Austria","start":{"date-parts":[[2025,10,5]]},"end":{"date-parts":[[2025,10,8]]}},"container-title":["2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11342430\/11342431\/11343557.pdf?arnumber=11343557","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T20:50:11Z","timestamp":1770843011000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11343557\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,5]]},"references-count":29,"URL":"https:\/\/doi.org\/10.1109\/smc58881.2025.11343557","relation":{},"subject":[],"published":{"date-parts":[[2025,10,5]]}}}