{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T12:21:30Z","timestamp":1776082890377,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,11,4]],"date-time":"2024-11-04T00:00:00Z","timestamp":1730678400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,11,4]]},"DOI":"10.1145\/3678957.3685701","type":"proceedings-article","created":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T04:35:53Z","timestamp":1730262953000},"page":"4-11","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["LLM-powered Multimodal Insight Summarization for UX Testing"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-8797-8176","authenticated-orcid":false,"given":"Kelsey","family":"Turbeville","sequence":"first","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-7458-1053","authenticated-orcid":false,"given":"Jennarong","family":"Muengtaweepongsa","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-3790-8986","authenticated-orcid":false,"given":"Samuel","family":"Stevens","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-6647-116X","authenticated-orcid":false,"given":"Jason","family":"Moss","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8887-4670","authenticated-orcid":false,"given":"Amy","family":"Pon","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-9938-3548","authenticated-orcid":false,"given":"Kyra","family":"Lee","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-8311-3889","authenticated-orcid":false,"given":"Charu","family":"Mehra","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-8047-225X","authenticated-orcid":false,"given":"Jenny","family":"Gutierrez Villalobos","sequence":"additional","affiliation":[{"name":"UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-2107-1647","authenticated-orcid":false,"given":"Ranjitha","family":"Kumar","sequence":"additional","affiliation":[{"name":"University of Illinois at Urbana-Champaign, United States and UserTesting, Inc., United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,11,4]]},"reference":[{"key":"e_1_3_2_2_1_1","unstructured":"[n. d.]. AI Powered Qualitative Research in Notably | Notably \u2014 notably.ai. https:\/\/www.notably.ai\/features\/notably-ai-research. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_2_1","unstructured":"[n. d.]. Customer Insights Hub \u2014 Dovetail \u2014 dovetail.com. https:\/\/dovetail.com\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_3_1","unstructured":"[n. d.]. dscout | Flexible remote in-context user research \u2014 dscout.com. https:\/\/dscout.com\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_4_1","unstructured":"[n. d.]. Gemini - chat to supercharge your ideas \u2014 gemini.google.com. https:\/\/gemini.google.com\/. [Accessed 10-08-2024]."},{"key":"e_1_3_2_2_5_1","unstructured":"[n. d.]. Maze | The continuous product discovery platform \u2014 maze.co. https:\/\/maze.co\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_6_1","unstructured":"[n. d.]. Maze AI | Elevate Your Product Research \u2014 maze.co. https:\/\/maze.co\/ai\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_7_1","unstructured":"[n. d.]. Note and insight summaries \u2014 dovetail.com. https:\/\/dovetail.com\/help\/summarizing-your-data\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_8_1","unstructured":"[n. d.]. Rev AI: Speech to Text API | Speech Recognition Service \u2014 rev.ai. https:\/\/www.rev.ai\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_9_1","unstructured":"[n. d.]. Sprig | User Insights Platform for Teams Building Better Product Experiences \u2014 sprig.com. https:\/\/sprig.com\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_10_1","unstructured":"[n. d.]. Sprig AI Analysis - GPT-Powered Real-Time Product Insights | Sprig \u2014 sprig.com. https:\/\/sprig.com\/ai-analysis. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_11_1","unstructured":"[n. d.]. Synthesis Platform for User Research | Notably \u2014 notably.ai. https:\/\/www.notably.ai\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_12_1","unstructured":"[n. d.]. UserTesting Human Insight Platform | Improve Customer Experience (CX) \u2014 usertesting.com. https:\/\/www.usertesting.com\/. [Accessed 15-09-2023]."},{"key":"e_1_3_2_2_13_1","unstructured":"2020. MutationObserver. https:\/\/developer.mozilla.org\/en-US\/docs\/Web\/API\/MutationObserver."},{"key":"e_1_3_2_2_14_1","volume-title":"VA 2: a visual analytics approach for evaluating visual analytics applications","author":"Blascheck Tanja","year":"2015","unstructured":"Tanja Blascheck, Markus John, Kuno Kurzhals, Steffen Koch, and Thomas Ertl. 2015. VA 2: a visual analytics approach for evaluating visual analytics applications. IEEE transactions on visualization and computer graphics 22, 1 (2015), 61\u201370."},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/1753326.1753678"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3126594.3126647"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2984511.2984581"},{"key":"e_1_3_2_2_18_1","volume-title":"VisTA: Integrating machine intelligence with visualization to support the investigation of think-aloud sessions","author":"Fan Mingming","year":"2019","unstructured":"Mingming Fan, Ke Wu, Jian Zhao, Yue Li, Winter Wei, and Khai\u00a0N Truong. 2019. VisTA: Integrating machine intelligence with visualization to support the investigation of think-aloud sessions. IEEE transactions on visualization and computer graphics 26, 1 (2019), 343\u2013352."},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2207676.2208365"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580688"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhcs.2019.10.001"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3564702"},{"key":"e_1_3_2_2_23_1","volume-title":"Mapping natural language instructions to mobile UI action sequences. arXiv preprint arXiv:2005.03776","author":"Li Yang","year":"2020","unstructured":"Yang Li, Jiacong He, Xin Zhou, Yuan Zhang, and Jason Baldridge. 2020. Mapping natural language instructions to mobile UI action sequences. arXiv preprint arXiv:2005.03776 (2020)."},{"key":"e_1_3_2_2_24_1","volume-title":"Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements. arxiv:2010.04295\u00a0[cs.LG]","author":"Li Yang","year":"2020","unstructured":"Yang Li, Gang Li, Luheng He, Jingjie Zheng, Hong Li, and Zhiwei Guan. 2020. Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements. arxiv:2010.04295\u00a0[cs.LG]"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPC.2011.2182569"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/1142405.1142439"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3098279.3098558"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580895"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3472749.3474765"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/3581754.3584136"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581388"},{"key":"e_1_3_2_2_32_1","volume-title":"Screen Recognition: Creating Accessibility Metadata for Mobile Applications from Pixels. arxiv:2101.04893\u00a0[cs.HC]","author":"Zhang Xiaoyi","year":"2021","unstructured":"Xiaoyi Zhang, Lilian de Greef, Amanda Swearngin, Samuel White, Kyle Murray, Lisa Yu, Qi Shan, Jeffrey Nichols, Jason Wu, Chris Fleizach, Aaron Everitt, and Jeffrey\u00a0P. Bigham. 2021. Screen Recognition: Creating Accessibility Metadata for Mobile Applications from Pixels. arxiv:2101.04893\u00a0[cs.HC]"}],"event":{"name":"ICMI '24: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","location":"San Jose Costa Rica","acronym":"ICMI '24"},"container-title":["International Conference on Multimodel Interaction"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3678957.3685701","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3678957.3685701","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T01:10:12Z","timestamp":1750295412000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3678957.3685701"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,4]]},"references-count":32,"alternative-id":["10.1145\/3678957.3685701","10.1145\/3678957"],"URL":"https:\/\/doi.org\/10.1145\/3678957.3685701","relation":{},"subject":[],"published":{"date-parts":[[2024,11,4]]},"assertion":[{"value":"2024-11-04","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}