{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:54:37Z","timestamp":1781675677708,"version":"3.54.5"},"reference-count":38,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T00:00:00Z","timestamp":1777852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T00:00:00Z","timestamp":1777852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100005235","name":"Institute for Advanced Study","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100005235","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,5,4]]},"DOI":"10.1109\/icdew71238.2026.00022","type":"proceedings-article","created":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T19:42:37Z","timestamp":1781638957000},"page":"166-175","source":"Crossref","is-referenced-by-count":0,"title":["Less Is More? When Dataset Context Hurts LLM-Generated Dataset Descriptions"],"prefix":"10.1109","author":[{"given":"Lisa-Yao","family":"Gan","sequence":"first","affiliation":[{"name":"Technical University of Munich,Munich,Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Arunav","family":"Das","sequence":"additional","affiliation":[{"name":"King&#x2019;s College London,London,United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Johanna","family":"Walker","sequence":"additional","affiliation":[{"name":"King&#x2019;s College London,London,United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Klaus","family":"Diepold","sequence":"additional","affiliation":[{"name":"Technical University of Munich,Munich,Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elena","family":"Simperl","sequence":"additional","affiliation":[{"name":"King&#x2019;s College London,London,United Kingdom"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Open data and high-value datasets: step-by-step access guide","year":"2024"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/s00778-019-00564-x"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-020-0569-5"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3665939.3665959"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.5334\/dsj-2023-003"},{"key":"ref6","first-page":"102562","article-title":"Talking datasets \u2013 understanding data sensemaking behaviours","volume-title":"International Journal of Human-Computer Studies","volume":"146","author":"Koesten","year":"2021"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0246099"},{"issue":"1","key":"ref8","first-page":"e25440","article-title":"Understanding the nature of metadata: Systematic review","volume-title":"J Med Internet Res","volume":"24","author":"Ulrich","year":"2022"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025838"},{"key":"ref10","article-title":"Autoddg: Automated dataset description generation using large language models","author":"Zhang","year":"2025"},{"key":"ref11","doi-asserted-by":"crossref","DOI":"10.2139\/ssrn.4928179","article-title":"Data prompting: Assessing the potential of conversational generative ai for dataset discovery","volume-title":"SSRN Electronic Journal","author":"Walker","year":"2024"},{"key":"ref12","article-title":"Keywords are not always the key: A metadata field analysis for natural language search on open data portals","author":"Gan","year":"2025"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s44230-025-00106-5"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btaf519"},{"key":"ref15","article-title":"Enhancing open data findability: Fine-tuning llms(t5) for metadata generation","volume-title":"Conference on Digital Government Research","volume":"26","author":"Ahmed"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3389\/fninf.2025.1609077"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3705328.3748100"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.36591\/SE-4801-13"},{"key":"ref19","first-page":"9194","article-title":"APPLS: Evaluating evaluation metrics for plain language summarization","volume-title":"Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing","author":"Guo"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3746059.3747727"},{"key":"ref21","first-page":"37","article-title":"Characterising dataset search\u2014an analysis of search logs and data requests","volume-title":"Journal of Web Semantics","volume":"55","author":"Kacprzak","year":"2019"},{"issue":"9","key":"ref22","first-page":"100322","article-title":"The role of metadata in reproducible computational research","volume-title":"Patterns","volume":"2","author":"Leipzig","year":"2021"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1186\/s13063-016-1686-5"},{"issue":"8","key":"ref24","article-title":"Metadata standard for continuous preservation, discovery, and reuse of research data in repositories by higher education institutions: A systematic review","volume-title":"Information","volume":"14","author":"Mosha","year":"2023"},{"key":"ref25","first-page":"102367","article-title":"Everything you always wanted to know about a dataset: Studies in data summarisation","volume-title":"International Journal of Human-Computer Studies","volume":"135","author":"Koesten","year":"2020"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1002\/asi.24961"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1098\/rsta.2021.0300"},{"key":"ref28","first-page":"103","article-title":"Practices do not make perfect: Disciplinary data sharing and reuse practices and their implications for repository data curation","volume-title":"Curating Research Data, Volume One: Practical Strategies for Your Digital Repository","author":"Faniel","year":"2017"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1177\/0165551519837182"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1002\/asi.23730"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.5334\/dsj-2017-008"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1002\/asi.22634"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/1121949.1121979"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1007\/978-3-319-24592-8_15","article-title":"Are there any differences in data set retrieval compared to well-known literature retrieval?","volume-title":"Research and Advanced Technology for Digital Libraries","volume":"9316","author":"Kern","year":"2015"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1111\/j.1083-6101.2007.00342.x"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-024-03591-8"},{"key":"ref37","article-title":"User centred methods for measuring the value of open data","volume-title":"Open Data Research Symposium 2015 (27\/05\/15 - 27\/05\/15)","author":"Walker"},{"key":"ref38","first-page":"1","article-title":"Improving discoverability of open government data with rich metadata descriptions using semantic government vocabulary","volume-title":"Journal of Web Semantics","volume":"55","author":"K\u0159emen","year":"2019"}],"event":{"name":"2026 IEEE 42nd International Conference on Data Engineering Workshops (ICDEW)","location":"Montreal, QC, Canada","start":{"date-parts":[[2026,5,4]]},"end":{"date-parts":[[2026,5,8]]}},"container-title":["2026 IEEE 42nd International Conference on Data Engineering Workshops (ICDEW)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11558595\/11558596\/11558621.pdf?arnumber=11558621","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:22:21Z","timestamp":1781673741000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11558621\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,4]]},"references-count":38,"URL":"https:\/\/doi.org\/10.1109\/icdew71238.2026.00022","relation":{},"subject":[],"published":{"date-parts":[[2026,5,4]]}}}