{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T05:22:46Z","timestamp":1783056166782,"version":"3.54.6"},"reference-count":91,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"8","license":[{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"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":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2026,8]]},"DOI":"10.1109\/tvcg.2026.3697222","type":"journal-article","created":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T19:41:56Z","timestamp":1779824516000},"page":"7500-7516","source":"Crossref","is-referenced-by-count":0,"title":["RuleScope: Semantic-Aware Authoring of Data Validation Rules"],"prefix":"10.1109","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-0885-2742","authenticated-orcid":false,"given":"Zhongsu","family":"Luo","sequence":"first","affiliation":[{"name":"State Key Lab of CAD&#x0026;CG, Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2712-7274","authenticated-orcid":false,"given":"Di","family":"Weng","sequence":"additional","affiliation":[{"name":"School of Software Technology, Zhejiang University, Ningbo, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiawen","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Software Technology, Zhejiang University, Ningbo, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5960-9000","authenticated-orcid":false,"given":"Shuhan","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&#x0026;CG, Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiwen","family":"Cai","sequence":"additional","affiliation":[{"name":"Department of Digital Intelligence, China Mobile, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2770-4070","authenticated-orcid":false,"given":"Ran","family":"Chen","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&#x0026;CG, Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kai","family":"Xiong","sequence":"additional","affiliation":[{"name":"HiThink Research, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiajun","family":"Zhu","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&#x0026;CG, Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9736-4454","authenticated-orcid":false,"given":"Xinhuan","family":"Shu","sequence":"additional","affiliation":[{"name":"School of Computing, Newcastle University, Newcastle Upon Tyne, U.K."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1119-3237","authenticated-orcid":false,"given":"Yingcai","family":"Wu","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&#x0026;CG, Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2912574"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.5176\/2010-2283_1.2.52"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/PRDC.2015.41"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1561\/1900000045"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2013.195"},{"key":"ref6","volume-title":"Information Quality Applied: Best Practices for Improving Business Information, Processes and Systems","author":"English","year":"2009"},{"key":"ref7","article-title":"How to create a business case for data quality improvement","author":"Moore","year":"2018"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3580305.3599776"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3448016.3457250"},{"key":"ref10","first-page":"61","article-title":"Automating data quality validation for dynamic data ingestion","volume-title":"Proc. Int. Conf. Extending Database Technol.","author":"Redyuk","year":"2021"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3448016.3452750"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3324956"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3319855"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2008.06.001"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2023.3234337"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/2702123.2702419"},{"key":"ref17","first-page":"334","article-title":"Data validation for machine learning","volume-title":"Proc. Mach. Learn. Syst.","volume":"1","author":"Polyzotis","year":"2019"},{"key":"ref18","article-title":"TensorFlow data validation: Checking and analyzing your data TFX","year":"2021"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3320210"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.14778\/3229863.3229867"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE48307.2020.00140"},{"key":"ref22","article-title":"Sensitive data management - data sentinel","author":"Sentinel","year":"2026"},{"key":"ref23","article-title":"Microsoft excel spreadsheet software","year":"2026"},{"key":"ref24","article-title":"Microsoft excel error checking rules","author":"Wyatt","year":"2021"},{"key":"ref25","article-title":"The trifacta data engineering cloud","year":"2023"},{"key":"ref26","article-title":"Power BI - Data visualization Microsoft power platform","year":"2026"},{"key":"ref27","article-title":"Talend A complete, scalable data management solution","year":"2026"},{"key":"ref28","article-title":"OpenRefine (previously Google refine)","year":"2026"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/375663.375668"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-006-0026-6"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/0-387-25465-X_7"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICDEW.2006.157"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3183713.3196889"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.14778\/3204028.3204032"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.14778\/1453856.1453980"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.14778\/2536258.2536262"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/564691.564719"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/0304-3975(95)00028-U"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3319888"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3299869.3320209"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/3318464.3380568"},{"key":"ref42","article-title":"Picket: Self-supervised data diagnostics for ML pipelines","author":"Liu","year":"2021"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/2254556.2254659"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114844"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2023.3327367"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/2463676.2465327"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3448016.3452795"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/1978942.1979444"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/2637748.2638423"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2024.04.001"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3318464.3389772"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.14778\/2994509.2994514"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2024.11.001"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2006.261429"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE48307.2020.00069"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.14778\/3415478.3415484"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.173"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114832"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2025.01.001"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744218"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2864843"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.2973258"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3182488"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2023.3345340"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3209403"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2024.3388521"},{"key":"ref67","article-title":"GPT-5.2","year":"2025"},{"key":"ref68","article-title":"Claude 4.5","year":"2025"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2024.3368621"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2024.3456350"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2024.3456317"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1145\/3491102.3501931"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2023.3326585"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3274199"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.acl-demo.11"},{"key":"ref76","article-title":"Conversational AI threads for visualizing multidimensional datasets","author":"Hong","year":"2023"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.emnlp-demo.31"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.14778\/2994509.2994518"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1145\/2463676.2463706"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/SOSE.2016.63"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.52202\/075280-1938"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1145\/3665939.3665957"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.14778\/3574245.3574258"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.14778\/3626292.3626294"},{"key":"ref85","article-title":"Qwen2.5 technical report","author":"Yang","year":"2025"},{"key":"ref86","article-title":"Ollama","year":"2026"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.5948\/upo9781614440260.011"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-02806-9_12"},{"key":"ref89","article-title":"Large language model safety: A holistic survey","author":"Shi","year":"2024"},{"key":"ref90","article-title":"The Llama 3 herd of models","author":"Grattafiori","year":"2024"},{"key":"ref91","article-title":"GPT-4o system card","author":"Hurst","year":"2024"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/2945\/11593605\/11535324.pdf?arnumber=11535324","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T05:11:38Z","timestamp":1783055498000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11535324\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8]]},"references-count":91,"journal-issue":{"issue":"8"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2026.3697222","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"value":"1077-2626","type":"print"},{"value":"1941-0506","type":"electronic"},{"value":"2160-9306","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8]]}}}