{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T11:15:57Z","timestamp":1784546157609,"version":"3.55.0"},"publisher-location":"New York, NY, USA","reference-count":121,"publisher":"ACM","license":[{"start":{"date-parts":[[2025,4,25]],"date-time":"2025-04-25T00:00:00Z","timestamp":1745539200000},"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":[[2025,4,26]]},"DOI":"10.1145\/3706598.3713375","type":"proceedings-article","created":{"date-parts":[[2025,4,24]],"date-time":"2025-04-24T04:24:56Z","timestamp":1745468696000},"page":"1-19","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["IdeationWeb: Tracking the Evolution of Design Ideas in Human-AI Co-Creation"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-5184-0366","authenticated-orcid":false,"given":"Hanshu","family":"Shen","sequence":"first","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-5805-4951","authenticated-orcid":false,"given":"Lyukesheng","family":"Shen","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-8811-6360","authenticated-orcid":false,"given":"Wenqi","family":"Wu","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0778-2303","authenticated-orcid":false,"given":"Kejun","family":"Zhang","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,4,25]]},"reference":[{"key":"e_1_3_3_2_2_2","volume-title":"IUI Workshops","author":"Abuzuraiq Ahmed\u00a0M","year":"2024","unstructured":"Ahmed\u00a0M Abuzuraiq and Philippe Pasquier. 2024. Towards Personalizing Generative AI with Small Data for Co-Creation in the Visual Arts.. In IUI Workshops."},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"publisher","unstructured":"Faez Ahmed Sharath\u00a0Kumar Ramachandran Mark Fuge Samuel Hunter and Scarlett Miller. 2018. Interpreting Idea Maps: Pairwise Comparisons Reveal What Makes Ideas Novel. Journal of Mechanical Design 141 2 (12 2018) 021102. 10.1115\/1.4041856","DOI":"10.1115\/1.4041856"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1145\/3677045.3685445"},{"key":"e_1_3_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300233"},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"crossref","unstructured":"M\u00a0Myrup Andreasen Claus\u00a0Thorp Hansen and Philip Cash. 2015. Conceptual design. Cham Switzerland: Springer (2015).","DOI":"10.1007\/978-3-319-19839-2"},{"key":"e_1_3_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376746"},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1145\/2598510.2598598"},{"key":"e_1_3_3_2_9_2","doi-asserted-by":"publisher","unstructured":"Mathias Benedek Roger\u00a0E Beaty Daniel\u00a0L Schacter and Yoed\u00a0N Kenett. 2023. The role of memory in creative ideation. Nature Reviews Psychology 2 4 (2023) 246\u2013257. 10.1038\/s44159-023-00158-z","DOI":"10.1038\/s44159-023-00158-z"},{"key":"e_1_3_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1145\/2598510.2598533"},{"key":"e_1_3_3_2_11_2","doi-asserted-by":"crossref","unstructured":"Susanne Bodker. 1998. Understanding representation in design. Human-Computer Interaction 13 2 (1998) 107\u2013125.","DOI":"10.1207\/s15327051hci1302_1"},{"key":"e_1_3_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580917"},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"crossref","first-page":"593","DOI":"10.1007\/978-1-4020-8728-8_31","volume-title":"Design Computing and Cognition \u201908","author":"Bouchard Carole","year":"2008","unstructured":"Carole Bouchard, Jean-francois Omhover, Celine Mougenot, Ameziane Aoussat, and Stephen\u00a0J. Westerman. 2008. TRENDS: A Content-Based Information Retrieval System for Designers. In Design Computing and Cognition \u201908, John\u00a0S. Gero and Ashok\u00a0K. Goel (Eds.). Springer Netherlands, Dordrecht, 593\u2013611."},{"key":"e_1_3_3_2_14_2","doi-asserted-by":"publisher","unstructured":"Virginia Braun and Victoria Clarke. 2006. Using thematic analysis in psychology. Qualitative Research in Psychology 3 2 (2006) 77\u2013101. 10.1191\/1478088706qp063oa","DOI":"10.1191\/1478088706qp063oa"},{"key":"e_1_3_3_2_15_2","first-page":"1877","volume-title":"Advances in Neural Information Processing Systems","author":"Brown Tom","year":"2020","unstructured":"Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared\u00a0D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems , H.\u00a0Larochelle, M.\u00a0Ranzato, R.\u00a0Hadsell, M.F. Balcan, and H.\u00a0Lin (Eds.), Vol.\u00a033. Curran Associates, Inc., 1877\u20131901."},{"key":"e_1_3_3_2_16_2","doi-asserted-by":"publisher","unstructured":"Zana Bu\u00e7inca Maja\u00a0Barbara Malaya and Krzysztof\u00a0Z. Gajos. 2021. To Trust or to Think: Cognitive Forcing Functions Can Reduce Overreliance on AI in AI-assisted Decision-making. Proc. ACM Hum.-Comput. Interact. 5 CSCW1 Article 188 (April 2021) 21\u00a0pages. 10.1145\/3449287","DOI":"10.1145\/3449287"},{"key":"e_1_3_3_2_17_2","doi-asserted-by":"publisher","unstructured":"Joel Chan Katherine Fu Christian Schunn Jonathan Cagan Kristin Wood and Kenneth Kotovsky. 2011. On the Benefits and Pitfalls of Analogies for Innovative Design: Ideation Performance Based on Analogical Distance Commonness and Modality of Examples. Journal of Mechanical Design 133 8 (08 2011) 081004. 10.1115\/1.4004396","DOI":"10.1115\/1.4004396"},{"key":"e_1_3_3_2_18_2","doi-asserted-by":"crossref","unstructured":"Senthil\u00a0K Chandrasegaran Karthik Ramani Ram\u00a0D Sriram Imr\u00e9 Horv\u00e1th Alain Bernard Ramy\u00a0F Harik and Wei Gao. 2013. The evolution challenges and future of knowledge representation in product design systems. Computer-aided design 45 2 (2013) 204\u2013228.","DOI":"10.1016\/j.cad.2012.08.006"},{"key":"e_1_3_3_2_19_2","doi-asserted-by":"publisher","unstructured":"Xiaomeng Chang Asli Sahin and Janis Terpenny. 2008. An ontology-based support for product conceptual design. Robotics and Computer-Integrated Manufacturing 24 6 (2008) 755\u2013762. 10.1016\/j.rcim.2008.03.004 FAIM 2007.","DOI":"10.1016\/j.rcim.2008.03.004"},{"key":"e_1_3_3_2_20_2","doi-asserted-by":"publisher","unstructured":"Liuqing Chen Zebin Cai Zhaojun Jiang Qi Long Lingyun Sun Peter Childs and Haoyu Zuo. 2023. A Knowledge-Based Ideation Approach for Bio-inspired Design. Proceedings of the Design Society 3 (2023) 231\u2013240. 10.1017\/pds.2023.24","DOI":"10.1017\/pds.2023.24"},{"key":"e_1_3_3_2_21_2","doi-asserted-by":"publisher","unstructured":"Liuqing Chen Pan Wang Hao Dong Feng Shi Ji Han Yike Guo Peter\u00a0RN Childs Jun Xiao and Chao Wu. 2019. An artificial intelligence based data-driven approach for design ideation. Journal of Visual Communication and Image Representation 61 (2019) 10\u201322. 10.1016\/j.jvcir.2019.02.009","DOI":"10.1016\/j.jvcir.2019.02.009"},{"key":"e_1_3_3_2_22_2","doi-asserted-by":"publisher","unstructured":"Erin Cherry and Celine Latulipe. 2014. Quantifying the Creativity Support of Digital Tools through the Creativity Support Index. ACM Trans. Comput.-Hum. Interact. 21 4 Article 21 (June 2014) 25\u00a0pages. 10.1145\/2617588","DOI":"10.1145\/2617588"},{"key":"e_1_3_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4471-6681-8_7"},{"key":"e_1_3_3_2_24_2","doi-asserted-by":"publisher","DOI":"10.1145\/3640544.3645241"},{"key":"e_1_3_3_2_25_2","doi-asserted-by":"crossref","unstructured":"Steven\u00a0P Dow Alana Glassco Jonathan Kass Melissa Schwarz Daniel\u00a0L Schwartz and Scott\u00a0R Klemmer. 2010. Parallel prototyping leads to better design results more divergence and increased self-efficacy. ACM Transactions on Computer-Human Interaction (TOCHI) 17 4 (2010) 1\u201324.","DOI":"10.1145\/1879831.1879836"},{"key":"e_1_3_3_2_26_2","doi-asserted-by":"publisher","unstructured":"Nicholas Epley and Thomas Gilovich. 2006. The anchoring-and-adjustment heuristic: Why the adjustments are insufficient. Psychological science 17 4 (2006) 311\u2013318. 10.1111\/j.1467-9280.2006.01704.x","DOI":"10.1111\/j.1467-9280.2006.01704.x"},{"key":"e_1_3_3_2_27_2","doi-asserted-by":"crossref","unstructured":"Ziv Epstein Aaron Hertzmann Investigators of Human\u00a0Creativity Memo Akten Hany Farid Jessica Fjeld Morgan\u00a0R Frank Matthew Groh Laura Herman Neil Leach et\u00a0al. 2023. Art and the science of generative AI. Science 380 6650 (2023) 1110\u20131111.","DOI":"10.1126\/science.adh4451"},{"key":"e_1_3_3_2_28_2","doi-asserted-by":"publisher","unstructured":"Fabio\u00a0Antonio Figoli Lucia Rampino Francesca Mattioli et\u00a0al. 2022. AI in design idea development: A workshop on creativity and human-AI collaboration. PROCEEDINGS OF DRS (2022) 1\u201317. 10.21606\/drs.2022.414","DOI":"10.21606\/drs.2022.414"},{"key":"e_1_3_3_2_29_2","doi-asserted-by":"publisher","unstructured":"Katherine Fu Joel Chan Jonathan Cagan Kenneth Kotovsky Christian Schunn and Kristin Wood. 2013. The meaning of \u201cnear\u201d and \u201cfar\u201d: the impact of structuring design databases and the effect of distance of analogy on design output. Journal of Mechanical Design 135 2 (2013) 021007. 10.1115\/DETC2012-70420","DOI":"10.1115\/DETC2012-70420"},{"key":"e_1_3_3_2_30_2","doi-asserted-by":"publisher","unstructured":"Xiaoyun Fu Haoyu Zhang Liting Jing Xiaoyan Fan Congda Lu and Shaofei Jiang. 2024. A constraint-driven conceptual design approach for product based on function-behavior-structure design process. Computers & Industrial Engineering 189 (2024) 109994. 10.1016\/j.cie.2024.109994","DOI":"10.1016\/j.cie.2024.109994"},{"key":"e_1_3_3_2_31_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-92673-3_10"},{"key":"e_1_3_3_2_32_2","doi-asserted-by":"publisher","unstructured":"Francisco Garc\u00eda-Pe\u00f1alvo and Andrea V\u00e1zquez-Ingelmo. 2023. What do we mean by GenAI? A systematic mapping of the evolution trends and techniques involved in Generative AI. International Journal of Interactive Multimedia and Artificial Intelligence (2023). 10.9781\/ijimai.2023.07.006","DOI":"10.9781\/ijimai.2023.07.006"},{"key":"e_1_3_3_2_33_2","doi-asserted-by":"publisher","unstructured":"John\u00a0S Gero and Udo Kannengiesser. 2004. The situated function\u2013behaviour\u2013structure framework. Design studies 25 4 (2004) 373\u2013391. 10.1016\/j.destud.2003.10.010","DOI":"10.1016\/j.destud.2003.10.010"},{"key":"e_1_3_3_2_34_2","doi-asserted-by":"publisher","unstructured":"John\u00a0S Gero and Julie Milovanovic. 2020. A framework for studying design thinking through measuring designers\u2019 minds bodies and brains. Design Science 6 (2020) e19. 10.1017\/dsj.2020.15","DOI":"10.1017\/dsj.2020.15"},{"key":"e_1_3_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1145\/3532106.3533533"},{"key":"e_1_3_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642139"},{"key":"e_1_3_3_2_37_2","doi-asserted-by":"publisher","unstructured":"Maliheh Ghajargar and Mikael Wiberg. 2018. Thinking with interactive artifacts: Reflection as a concept in design outcomes. Design Issues 34 2 (2018) 48\u201363. 10.1162\/DESI_a_00485","DOI":"10.1162\/DESI_a_00485"},{"key":"e_1_3_3_2_38_2","doi-asserted-by":"publisher","unstructured":"Ashok\u00a0K Goel. 1997. Design analogy and creativity. IEEE expert 12 3 (1997) 62\u201370. 10.1109\/64.590078","DOI":"10.1109\/64.590078"},{"key":"e_1_3_3_2_39_2","doi-asserted-by":"publisher","unstructured":"Gabriela Goldschmidt and Dan Tatsa. 2005. How good are good ideas? Correlates of design creativity. Design studies 26 6 (2005) 593\u2013611. 10.1016\/j.destud.2005.02.004","DOI":"10.1016\/j.destud.2005.02.004"},{"key":"e_1_3_3_2_40_2","doi-asserted-by":"publisher","unstructured":"Kosa Goucher-Lambert and Jonathan Cagan. 2019. Crowdsourcing inspiration: Using crowd generated inspirational stimuli to support designer ideation. Design Studies 61 (2019) 1\u201329. 10.1016\/j.destud.2019.01.001","DOI":"10.1016\/j.destud.2019.01.001"},{"key":"e_1_3_3_2_41_2","doi-asserted-by":"publisher","unstructured":"Kosa Goucher-Lambert Joshua\u00a0T Gyory Kenneth Kotovsky and Jonathan Cagan. 2020. Adaptive inspirational design stimuli: using design output to computationally search for stimuli that impact concept generation. Journal of Mechanical Design 142 9 (2020) 091401. 10.1115\/1.4046077","DOI":"10.1115\/1.4046077"},{"key":"e_1_3_3_2_42_2","doi-asserted-by":"publisher","unstructured":"Liang Guo Fu Yan Tian Li Tao Yang and Yuqian Lu. 2022. An automatic method for constructing machining process knowledge base from knowledge graph. Robotics and Computer-Integrated Manufacturing 73 (2022) 102222. 10.1016\/j.rcim.2021.102222","DOI":"10.1016\/j.rcim.2021.102222"},{"key":"e_1_3_3_2_43_2","doi-asserted-by":"crossref","unstructured":"Yuhan Guo Hanning Shao Can Liu Kai Xu and Xiaoru Yuan. 2024. PrompTHis: Visualizing the Process and Influence of Prompt Editing during Text-to-Image Creation. IEEE Transactions on Visualization and Computer Graphics (2024).","DOI":"10.1109\/TVCG.2024.3408255"},{"key":"e_1_3_3_2_44_2","doi-asserted-by":"publisher","unstructured":"Abid Haleem Mohd Javaid and Ravi\u00a0Pratap Singh. 2022. An era of ChatGPT as a significant futuristic support tool: A study on features abilities and challenges. BenchCouncil transactions on benchmarks standards and evaluations 2 4 (2022) 100089. 10.1016\/j.tbench.2023.100089","DOI":"10.1016\/j.tbench.2023.100089"},{"key":"e_1_3_3_2_45_2","doi-asserted-by":"publisher","unstructured":"Kim Halskov and Caroline Lundqvist. 2021. Filtering and informing the design space: Towards design-space thinking. ACM Transactions on Computer-Human Interaction (TOCHI) 28 1 (2021) 1\u201328. 10.1145\/3434462","DOI":"10.1145\/3434462"},{"key":"e_1_3_3_2_46_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581429"},{"key":"e_1_3_3_2_47_2","unstructured":"Jonathan Hey Julie Linsey Alice\u00a0M Agogino and Kristin\u00a0L Wood. 2008. Analogies and metaphors in creative design. International Journal of Engineering Education 24 2 (2008) 283."},{"key":"e_1_3_3_2_48_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3641895"},{"key":"e_1_3_3_2_49_2","unstructured":"Xiang Hu Hongyu Fu Jinge Wang Yifeng Wang Zhikun Li Renjun Xu Yu Lu Yaochu Jin Lili Pan and Zhenzhong Lan. 2024. Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2410.14255 (2024)."},{"key":"e_1_3_3_2_50_2","unstructured":"Cheng-Zhi\u00a0Anna Huang Hendrik\u00a0Vincent Koops Ed Newton-Rex Monica Dinculescu and Carrie\u00a0J Cai. 2020. AI song contest: Human-AI co-creation in songwriting. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2010.05388 (2020)."},{"key":"e_1_3_3_2_51_2","doi-asserted-by":"publisher","unstructured":"David\u00a0G Jansson and Steven\u00a0M Smith. 1991. Design fixation. Design studies 12 1 (1991) 3\u201311. 10.1016\/0142-694X(91)90003-F","DOI":"10.1016\/0142-694X(91)90003-F"},{"key":"e_1_3_3_2_52_2","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445093"},{"key":"e_1_3_3_2_53_2","doi-asserted-by":"publisher","unstructured":"Shuo Jiang Jie Hu Kristin\u00a0L Wood and Jianxi Luo. 2022. Data-driven design-by-analogy: state-of-the-art and future directions. Journal of Mechanical Design 144 2 (2022) 020801. 10.1115\/DETC2021-68669","DOI":"10.1115\/DETC2021-68669"},{"key":"e_1_3_3_2_54_2","doi-asserted-by":"publisher","unstructured":"Jan Joosten Volker Bilgram Alexander Hahn and Dirk Totzek. 2024. Comparing the ideation quality of humans with generative artificial intelligence. IEEE Engineering Management Review (2024). 10.1109\/EMR.2024.3353338","DOI":"10.1109\/EMR.2024.3353338"},{"key":"e_1_3_3_2_55_2","doi-asserted-by":"publisher","unstructured":"Ankur Joshi Saket Kale Satish Chandel and D\u00a0Kumar Pal. 2015. Likert scale: Explored and explained. British journal of applied science & technology 7 4 (2015) 396\u2013403. 10.9734\/BJAST\/2015\/14975","DOI":"10.9734\/BJAST\/2015\/14975"},{"key":"e_1_3_3_2_56_2","first-page":"123","volume-title":"DS 58-9: Proceedings of ICED 09, the 17th International Conference on Engineering Design, Vol. 9, Human Behavior in Design, Palo Alto, CA, USA, 24.-27.08. 2009","author":"Kan Jeff Wai\u00a0Tak","year":"2009","unstructured":"Jeff Wai\u00a0Tak Kan, John\u00a0S Gero, et\u00a0al. 2009. A generic tool to study human design activities. In DS 58-9: Proceedings of ICED 09, the 17th International Conference on Engineering Design, Vol. 9, Human Behavior in Design, Palo Alto, CA, USA, 24.-27.08. 2009. 123\u2013134."},{"key":"e_1_3_3_2_57_2","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445325"},{"key":"e_1_3_3_2_58_2","doi-asserted-by":"publisher","DOI":"10.1145\/3377325.3377522"},{"key":"e_1_3_3_2_59_2","volume-title":"Iui workshops","author":"Kim Jingoog","year":"2021","unstructured":"Jingoog Kim, Mary\u00a0Lou Maher, and Safat Siddiqui. 2021. Studying the Impact of AI-based Inspiration on Human Ideation in a Co-Creative Design System.. In Iui workshops."},{"key":"e_1_3_3_2_60_2","doi-asserted-by":"publisher","unstructured":"Terry\u00a0K Koo and Mae\u00a0Y Li. 2016. A guideline of selecting and reporting intraclass correlation coefficients for reliability research. Journal of chiropractic medicine 15 2 (2016) 155\u2013163. 10.1016\/j.jcm.2016.02.012","DOI":"10.1016\/j.jcm.2016.02.012"},{"key":"e_1_3_3_2_61_2","first-page":"309","volume-title":"ICCC","author":"Kreminski Max","year":"2021","unstructured":"Max Kreminski and Michael Mateas. 2021. Reflective Creators.. In ICCC. 309\u2013318."},{"key":"e_1_3_3_2_62_2","doi-asserted-by":"publisher","unstructured":"Varun Kumar Leonard Gleyzer Adar Kahana Khemraj Shukla and George\u00a0Em Karniadakis. 2023. Mycrunchgpt: A llm assisted framework for scientific machine learning. Journal of Machine Learning for Modeling and Computing 4 4 (2023). 10.1615\/JMachLearnModelComput.2023049518","DOI":"10.1615\/JMachLearnModelComput.2023049518"},{"key":"e_1_3_3_2_63_2","doi-asserted-by":"publisher","unstructured":"Zhanjun Li and Karthik Ramani. 2007. Ontology-based design information extraction and retrieval. Ai Edam 21 2 (2007) 137\u2013154. 10.1017\/S0890060407070199","DOI":"10.1017\/S0890060407070199"},{"key":"e_1_3_3_2_64_2","doi-asserted-by":"publisher","unstructured":"Jing Liao Preben Hansen and Chunlei Chai. 2020. A framework of artificial intelligence augmented design support. Human\u2013Computer Interaction 35 5-6 (2020) 511\u2013544. 10.1080\/07370024.2020.1733576","DOI":"10.1080\/07370024.2020.1733576"},{"key":"e_1_3_3_2_65_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580652"},{"key":"e_1_3_3_2_66_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3641920"},{"key":"e_1_3_3_2_67_2","doi-asserted-by":"publisher","unstructured":"Ang Liu Yuchen Wang Ivan Teo and Stephen Lu. 2019. Constraint management for concept ideation in conceptual design. CIRP Journal of Manufacturing Science and Technology 24 (2019) 35\u201348. 10.1016\/j.cirpj.2018.11.006","DOI":"10.1016\/j.cirpj.2018.11.006"},{"key":"e_1_3_3_2_68_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613905.3650756"},{"key":"e_1_3_3_2_69_2","doi-asserted-by":"publisher","unstructured":"Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi and Graham Neubig. 2023. Pre-train prompt and predict: A systematic survey of prompting methods in natural language processing. Comput. Surveys 55 9 (2023) 1\u201335. 10.1145\/3560815","DOI":"10.1145\/3560815"},{"key":"e_1_3_3_2_70_2","doi-asserted-by":"publisher","DOI":"10.1145\/3491102.3501825"},{"key":"e_1_3_3_2_71_2","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376739"},{"key":"e_1_3_3_2_72_2","doi-asserted-by":"publisher","unstructured":"Jianxi Luo Serhad Sarica and Kristin\u00a0L Wood. 2021. Guiding data-driven design ideation by knowledge distance. Knowledge-Based Systems 218 (2021) 106873. 10.1016\/j.knosys.2021.106873","DOI":"10.1016\/j.knosys.2021.106873"},{"key":"e_1_3_3_2_73_2","doi-asserted-by":"publisher","unstructured":"Jin Ma Jie Hu Jin-Feng Feng Jin Qi and Ying-Hong Peng. 2016. Constrained FBS knowledge cell model representation and applications for conceptual design. Proceedings of the Institution of Mechanical Engineers Part C: Journal of Mechanical Engineering Science 230 11 (2016) 1773\u20131786. 10.1177\/0954406215585366","DOI":"10.1177\/0954406215585366"},{"key":"e_1_3_3_2_74_2","doi-asserted-by":"publisher","DOI":"10.1115\/DETC2023-116838"},{"key":"e_1_3_3_2_75_2","doi-asserted-by":"publisher","unstructured":"Federico Magni Jiyoung Park and Melody\u00a0Manchi Chao. 2024. Humans as creativity gatekeepers: Are we biased against AI creativity? Journal of Business and Psychology 39 3 (2024) 643\u2013656. 10.1007\/s10869-023-09910-x","DOI":"10.1007\/s10869-023-09910-x"},{"key":"e_1_3_3_2_76_2","doi-asserted-by":"publisher","unstructured":"George\u00a0A Miller. 1995. WordNet: a lexical database for English. Commun. ACM 38 11 (1995) 39\u201341. 10.1145\/219717.219748","DOI":"10.1145\/219717.219748"},{"key":"e_1_3_3_2_77_2","doi-asserted-by":"crossref","unstructured":"Melanie Mitchell. 2021. Abstraction and analogy-making in artificial intelligence. Annals of the New York Academy of Sciences 1505 1 (2021) 79\u2013101.","DOI":"10.1111\/nyas.14619"},{"key":"e_1_3_3_2_78_2","doi-asserted-by":"publisher","unstructured":"Diana\u00a0P Moreno Alberto\u00a0A Hern\u00e1ndez Maria\u00a0C Yang Kevin\u00a0N Otto Katja H\u00f6ltt\u00e4-Otto Julie\u00a0S Linsey Kristin\u00a0L Wood and Adriana Linden. 2014. Fundamental studies in Design-by-Analogy: A focus on domain-knowledge experts and applications to transactional design problems. Design Studies 35 3 (2014) 232\u2013272. 10.1016\/j.destud.2013.11.002","DOI":"10.1016\/j.destud.2013.11.002"},{"key":"e_1_3_3_2_79_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-14956-1_34"},{"key":"e_1_3_3_2_80_2","doi-asserted-by":"crossref","unstructured":"Imani Munyaka Zahra Ashktorab Casey Dugan James Johnson and Qian Pan. 2023. Decision making strategies and team efficacy in human-AI teams. Proceedings of the ACM on Human-Computer Interaction 7 CSCW1 (2023) 1\u201324.","DOI":"10.1145\/3579476"},{"key":"e_1_3_3_2_81_2","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174223"},{"key":"e_1_3_3_2_82_2","doi-asserted-by":"publisher","DOI":"10.1145\/3411763.3450391"},{"key":"e_1_3_3_2_83_2","doi-asserted-by":"publisher","unstructured":"Alexander Pollatsek and Arnold\u00a0D Well. 1995. On the use of counterbalanced designs in cognitive research: a suggestion for a better and more powerful analysis. Journal of Experimental psychology: Learning memory and Cognition 21 3 (1995) 785. 10.1037\/0278-7393.21.3.785","DOI":"10.1037\/0278-7393.21.3.785"},{"key":"e_1_3_3_2_84_2","doi-asserted-by":"publisher","unstructured":"Lena Qian and John\u00a0S Gero. 1996. Function\u2013behavior\u2013structure paths and their role in analogy-based design. AI EDAM 10 4 (1996) 289\u2013312. 10.1017\/S0890060400001633","DOI":"10.1017\/S0890060400001633"},{"key":"e_1_3_3_2_85_2","doi-asserted-by":"publisher","unstructured":"Arun Rai. 2020. Explainable AI: From black box to glass box. Journal of the Academy of Marketing Science 48 (2020) 137\u2013141. 10.1007\/s11747-019-00710-5","DOI":"10.1007\/s11747-019-00710-5"},{"key":"e_1_3_3_2_86_2","doi-asserted-by":"publisher","unstructured":"Charvi Rastogi Yunfeng Zhang Dennis Wei Kush\u00a0R Varshney Amit Dhurandhar and Richard Tomsett. 2022. Deciding fast and slow: The role of cognitive biases in ai-assisted decision-making. Proceedings of the ACM on Human-Computer Interaction 6 CSCW1 (2022) 1\u201322. 10.1145\/3512930","DOI":"10.1145\/3512930"},{"key":"e_1_3_3_2_87_2","doi-asserted-by":"publisher","unstructured":"Jeba Rezwana and Mary\u00a0Lou Maher. 2023. Designing creative AI partners with COFI: A framework for modeling interaction in human-AI co-creative systems. ACM Transactions on Computer-Human Interaction 30 5 (2023) 1\u201328. 10.1145\/3519026","DOI":"10.1145\/3519026"},{"key":"e_1_3_3_2_88_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580819"},{"key":"e_1_3_3_2_89_2","doi-asserted-by":"publisher","unstructured":"Mark\u00a0A Runco and Garrett\u00a0J Jaeger. 2012. The standard definition of creativity. Creativity research journal 24 1 (2012) 92\u201396. 10.32388\/LS88G9","DOI":"10.32388\/LS88G9"},{"key":"e_1_3_3_2_90_2","doi-asserted-by":"publisher","unstructured":"David Sanderson Jack\u00a0C Chaplin and Svetan Ratchev. 2019. A Function-Behaviour-Structure design methodology for adaptive production systems. The International Journal of Advanced Manufacturing Technology 105 (2019) 3731\u20133742. 10.1007\/s00170-019-03823-x","DOI":"10.1007\/s00170-019-03823-x"},{"key":"e_1_3_3_2_91_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642414"},{"key":"e_1_3_3_2_92_2","doi-asserted-by":"publisher","unstructured":"Chirag Shah and Emily\u00a0M Bender. 2024. Envisioning information access systems: What makes for good tools and a healthy Web? ACM Transactions on the Web 18 3 (2024) 1\u201324. 10.1145\/3649468","DOI":"10.1145\/3649468"},{"key":"e_1_3_3_2_93_2","doi-asserted-by":"publisher","unstructured":"Jami\u00a0J Shah Steve\u00a0M Smith and Noe Vargas-Hernandez. 2003. Metrics for measuring ideation effectiveness. Design studies 24 2 (2003) 111\u2013134. 10.1016\/S0142-694X(02)00034-0","DOI":"10.1016\/S0142-694X(02)00034-0"},{"key":"e_1_3_3_2_94_2","doi-asserted-by":"publisher","unstructured":"L Siddharth and Amaresh Chakrabarti. 2018. Evaluating the impact of Idea-Inspire 4.0 on analogical transfer of concepts. Ai Edam 32 4 (2018) 431\u2013448. 10.1017\/S0890060418000136","DOI":"10.1017\/S0890060418000136"},{"key":"e_1_3_3_2_95_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-16667-0_4"},{"key":"e_1_3_3_2_96_2","doi-asserted-by":"publisher","unstructured":"V Srinivasan Binyang Song Jianxi Luo Karupppasamy Subburaj Mohan\u00a0Rajesh Elara Lucienne Blessing and Kristin Wood. 2018. Does analogical distance affect performance of ideation? Journal of Mechanical Design 140 7 (2018) 071101. 10.1115\/1.4040165","DOI":"10.1115\/1.4040165"},{"key":"e_1_3_3_2_97_2","doi-asserted-by":"publisher","unstructured":"Robert\u00a0J Sternberg. 1999. Handbook of creativity. Cambridge UniversityPress (1999). 10.1017\/CBO9780511807916","DOI":"10.1017\/CBO9780511807916"},{"key":"e_1_3_3_2_98_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642400"},{"key":"e_1_3_3_2_99_2","doi-asserted-by":"publisher","unstructured":"Michael Terry Chinmay Kulkarni Martin Wattenberg Lucas Dixon and Meredith\u00a0Ringel Morris. 2023. AI alignment in the design of interactive AI: Specification alignment process alignment and evaluation support. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2311.00710 (2023). 10.48550\/arXiv.2311.00710","DOI":"10.48550\/arXiv.2311.00710"},{"key":"e_1_3_3_2_100_2","doi-asserted-by":"publisher","unstructured":"Yu Tian Ang Liu Yun Dai Keisuke Nagato and Masayuki Nakao. 2024. Systematic synthesis of design prompts for large language models in conceptual design. CIRP Annals (2024). 10.1016\/j.cirp.2024.04.062","DOI":"10.1016\/j.cirp.2024.04.062"},{"key":"e_1_3_3_2_101_2","unstructured":"Maarten Van\u00a0Someren Yvonne\u00a0F Barnard and J Sandberg. 1994. The think aloud method: a practical approach to modelling cognitive. London: AcademicPress 11 6 (1994)."},{"key":"e_1_3_3_2_102_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-85729-224-7_16"},{"key":"e_1_3_3_2_103_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544549.3585680"},{"key":"e_1_3_3_2_104_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642919"},{"key":"e_1_3_3_2_105_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581402"},{"key":"e_1_3_3_2_106_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642803"},{"key":"e_1_3_3_2_107_2","unstructured":"Jason Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Fei Xia Ed Chi Quoc\u00a0V Le Denny Zhou et\u00a0al. 2022. Chain-of-thought prompting elicits reasoning in large language models. Advances in neural information processing systems 35 (2022) 24824\u201324837."},{"key":"e_1_3_3_2_108_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642466"},{"key":"e_1_3_3_2_109_2","doi-asserted-by":"publisher","DOI":"10.1109\/HSI49210.2020.9142644"},{"key":"e_1_3_3_2_110_2","doi-asserted-by":"publisher","DOI":"10.1145\/3491102.3517582"},{"key":"e_1_3_3_2_111_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-78462-1_13"},{"key":"e_1_3_3_2_112_2","doi-asserted-by":"publisher","unstructured":"David\u00a0C Wynn and P\u00a0John Clarkson. 2018. Process models in design and development. Research in engineering design 29 (2018) 161\u2013202. 10.1007\/s00163-017-0262-7","DOI":"10.1007\/s00163-017-0262-7"},{"key":"e_1_3_3_2_113_2","doi-asserted-by":"publisher","DOI":"10.1145\/3633637.3633648"},{"key":"e_1_3_3_2_114_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3642185"},{"key":"e_1_3_3_2_115_2","doi-asserted-by":"publisher","unstructured":"Xiaotong Xu Rosaleen Xiong Boyang Wang David Min and Steven\u00a0P Dow. 2021. Ideaterelate: An examples gallery that helps creators explore ideas in relation to their own. Proceedings of the ACM on Human-Computer Interaction 5 CSCW2 (2021) 1\u201318. 10.1145\/3479496","DOI":"10.1145\/3479496"},{"key":"e_1_3_3_2_116_2","doi-asserted-by":"publisher","unstructured":"Jiaxing Yu Songruoyao Wu Guanting Lu Zijin Li Li Zhou and Kejun Zhang. 2024. Suno: potential prospects and trends. Frontiers of Information Technology & Electronic Engineering (2024) 1\u20136. 10.1631\/FITEE.2400299","DOI":"10.1631\/FITEE.2400299"},{"key":"e_1_3_3_2_117_2","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581388"},{"key":"e_1_3_3_2_118_2","doi-asserted-by":"publisher","unstructured":"Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang Dawei Yin and Mengnan Du. 2024. Explainability for large language models: A survey. ACM Transactions on Intelligent Systems and Technology 15 2 (2024) 1\u201338. 10.1145\/3639372","DOI":"10.1145\/3639372"},{"key":"e_1_3_3_2_119_2","doi-asserted-by":"publisher","unstructured":"Wayne\u00a0Xin Zhao Kun Zhou Junyi Li Tianyi Tang Xiaolei Wang Yupeng Hou Yingqian Min Beichen Zhang Junjie Zhang Zican Dong et\u00a0al. 2023. A survey of large language models. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2303.18223 (2023). 10.1145\/3641289","DOI":"10.1145\/3641289"},{"key":"e_1_3_3_2_120_2","doi-asserted-by":"publisher","unstructured":"Zhibin Zhou Jinxin Li Zhijie Zhang Junnan Yu and Henry Duh. 2024. Examining how the large language models impact the conceptual design with human designers: A comparative case study. International Journal of Human\u2013Computer Interaction (2024) 1\u201317. 10.1080\/10447318.2024.2370635","DOI":"10.1080\/10447318.2024.2370635"},{"key":"e_1_3_3_2_121_2","doi-asserted-by":"publisher","unstructured":"Qihao Zhu and Jianxi Luo. 2022. Generative pre-trained transformer for design concept generation: an exploration. Proceedings of the design society 2 (2022) 1825\u20131834. 10.1017\/pds.2022.185","DOI":"10.1017\/pds.2022.185"},{"key":"e_1_3_3_2_122_2","doi-asserted-by":"publisher","DOI":"10.1145\/3613904.3641996"}],"event":{"name":"CHI 2025: CHI Conference on Human Factors in Computing Systems","location":"Yokohama Japan","acronym":"CHI '25","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3706598.3713375","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3706598.3713375","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,4]],"date-time":"2025-07-04T05:29:58Z","timestamp":1751606998000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3706598.3713375"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,25]]},"references-count":121,"alternative-id":["10.1145\/3706598.3713375","10.1145\/3706598"],"URL":"https:\/\/doi.org\/10.1145\/3706598.3713375","relation":{},"subject":[],"published":{"date-parts":[[2025,4,25]]},"assertion":[{"value":"2025-04-25","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}