{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T21:16:01Z","timestamp":1782422161706,"version":"3.54.5"},"publisher-location":"New York, NY, USA","reference-count":17,"publisher":"ACM","license":[{"start":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T00:00:00Z","timestamp":1784246400000},"content-version":"vor","delay-in-days":365,"URL":"http:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"DOE","award":["U411B190024 S411B210024, & S411B2200-24"],"award-info":[{"award-number":["U411B190024 S411B210024, & S411B2200-24"]}]},{"name":"ONR","award":["N00014-18-1-2768"],"award-info":[{"award-number":["N00014-18-1-2768"]}]},{"name":"IES","award":["R305N210049, R305D21-0031, R305A170137, R305A170243, R305A180401, R305A120125, R305R220012, & R305T240029"],"award-info":[{"award-number":["R305N210049, R305D21-0031, R305A170137, R305A170243, R305A180401, R305A120125, R305R220012, & R305T240029"]}]},{"name":"NIH","award":["SBIR R44GM146483"],"award-info":[{"award-number":["SBIR R44GM146483"]}]},{"name":"GAANN","award":["P200A120238, P200A1800-88, & P200A150306"],"award-info":[{"award-number":["P200A120238, P200A1800-88, & P200A150306"]}]},{"name":"NSF","award":["2118725, 2118904, 1950683, 1917808, 1931523, 1940236, 1917713, 1903304, 1822830, 1759229, 1724889, 1636782, 1535428, 2215842, 2341948, & 2153481"],"award-info":[{"award-number":["2118725, 2118904, 1950683, 1917808, 1931523, 1940236, 1917713, 1903304, 1822830, 1759229, 1724889, 1636782, 1535428, 2215842, 2341948, & 2153481"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,7,17]]},"DOI":"10.1145\/3698205.3733955","type":"proceedings-article","created":{"date-parts":[[2025,7,17]],"date-time":"2025-07-17T14:35:08Z","timestamp":1752762908000},"page":"356-360","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Leveraging LLMs for Assignment Report Summaries to Support Teacher Insights in Intelligent Tutoring Systems"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2908-4274","authenticated-orcid":false,"given":"Wen-Chiang Ivan","family":"Lim","sequence":"first","affiliation":[{"name":"Worcester Polytechnic Institute, Worcester, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3280-288X","authenticated-orcid":false,"suffix":"III","given":"Neil T.","family":"Heffernan","sequence":"additional","affiliation":[{"name":"Worcester Polytechnic Institute, Worcester, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8420-8410","authenticated-orcid":false,"given":"Ivan","family":"Eroshenko","sequence":"additional","affiliation":[{"name":"Worcester Polytechnic Institute, Worcester, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-3465-3915","authenticated-orcid":false,"given":"Wai","family":"Khumwang","sequence":"additional","affiliation":[{"name":"Worcester Polytechnic Institute, Worcester, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-8889-6584","authenticated-orcid":false,"given":"Pei-Chen","family":"Chan","sequence":"additional","affiliation":[{"name":"Independent, Worcester, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,7,17]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/s40751-025-00170-3"},{"key":"e_1_3_2_2_2_1","volume-title":"Jiani Zhang, Ziqing Hu, Yanjun (Jane) Qi, Scott Nickleach, Diego Socolinsky, ''SHS'' Srinivasan Sengamedu, and Christos Faloutsos.","author":"Fang Xi","year":"2024","unstructured":"Xi Fang, Weijie Xu, Fiona Anting Tan, Jiani Zhang, Ziqing Hu, Yanjun (Jane) Qi, Scott Nickleach, Diego Socolinsky, ''SHS'' Srinivasan Sengamedu, and Christos Faloutsos. 2024. Large language models (LLMs) on tabular data: Prediction, generation, and understanding - a survey. Transactions on Machine Learning Research (2024). https:\/\/www.amazon.science\/publications\/large-language-models-llmson-tabular-data-prediction-generation-and-understanding-a-survey"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1177\/07419325211054208"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-014-0024-x"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1108\/JRIT-11-2019-0074"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.findings-emnlp.220"},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10877-005-0879-3"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.5281\/zenodo.15366697"},{"key":"e_1_3_2_2_9_1","volume-title":"Proceedings of the 2025 International Conference on Artificial Intelligence in Education (AIED). ACM","author":"Ivan Lim Wen-Chiang","unstructured":"Wen-Chiang Ivan Lim and Neil T. Heffernan. 2025. Evaluating the Impact of LLM-Generated Assignment Report Summaries in Intelligent Tutoring Systems. In Proceedings of the 2025 International Conference on Artificial Intelligence in Education (AIED). ACM, New York, NY, USA. To appear."},{"key":"e_1_3_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tate.2016.07.011"},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-023-11772-y"},{"key":"e_1_3_2_2_12_1","unstructured":"Raeal Moore and Michelle Croft. 2018. Reducing Barriers to Educator Data Use. Technical Report R1662. ACT Inc. https:\/\/www.act.org\/content\/dam\/act\/unsecured\/documents\/R1662-data-use-barriers-2018-01.pdf"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2008.12.002"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.19173\/irrodl.v19i5.3493"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3616855.3635752"},{"key":"e_1_3_2_2_16_1","volume-title":"TALIS 2018 U.S. Highlights Web Report (NCES 2019-132 and NCES 2020-069)","author":"U.S. Department of Education, Institute of Education Sciences, National Center for Education Statistics.","year":"2019","unstructured":"U.S. Department of Education, Institute of Education Sciences, National Center for Education Statistics. 2019. TALIS 2018 U.S. Highlights Web Report (NCES 2019-132 and NCES 2020-069). Technical Report. National Center for Education Statistics. https:\/\/nces.ed.gov\/pubsearch\/pubsinfo.asp?pubid=2019132 Available online."},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1002\/acp.1545"}],"event":{"name":"L@S '25: Twelfth ACM Conference on Learning @ Scale","location":"Palermo Italy","acronym":"L@S '25"},"container-title":["Proceedings of the Twelfth ACM Conference on Learning @ Scale"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3698205.3733955","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3698205.3733955","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T13:17:37Z","timestamp":1755868657000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3698205.3733955"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,17]]},"references-count":17,"alternative-id":["10.1145\/3698205.3733955","10.1145\/3698205"],"URL":"https:\/\/doi.org\/10.1145\/3698205.3733955","relation":{},"subject":[],"published":{"date-parts":[[2025,7,17]]},"assertion":[{"value":"2025-07-17","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}