Calendar

Intro

Aug 24
Slides Intro, Syllabus and FAQs

Languages

Aug 26
Slides Sociolinguistic Style Lecture Bell A. 1984. Language style as audience design. Language in Society. ONLY Sections 1 and 3.
Giles, H., & Ogay, T. (2007). Communication Accommodation Theory
Aug 31
Slides Interactive Text Jim Hollan and Scott Stornetta. 1992. Beyond being there. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI ‘92).
Hohman, Fred & Conlen, Matthew & Heer, Jeffrey & Chau, Polo. 2020. Communicating with Interactive Articles. Distill.
Sep 2
Slides NLP Applications - Health Rahul K. Arora, et al. 2025. HealthBench: Evaluating Large Language Models Towards Improved Human Health. Arxiv.
Patricia Garcia, et al. 2024. Artificial Intelligence–Generated Draft Replies to Patient Inbox Messages. JAMA Network Open.
Sep 7
No Class – Labor Day (all-campus holiday)
Sep 9
NLP Applications - Science Juraj Gottweis, et al. 2026. Accelerating scientific discovery with Co-Scientist. Nature.
Ziru Chen, et al. 2025. ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery. ICLR 2025.
Sep 14
NLP Applications - Law Neel Guha, et al. 2023. LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models. In Proceedings of the 37th International Conference on Neural Information Processing Systems (NeurIPS ‘23), Datasets and Benchmarks Track.
Varun Magesh, Faiz Surani, Matthew Dahl, Mirac Suzgun, Christopher D. Manning, and Daniel E. Ho. 2025. Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools. Journal of Empirical Legal Studies.

Research Pitches

Sep 16
Project Pitches Project Pitches Due Before Class
Sep 21
Project Pitches

Languages, Continued

Sep 23
Multilingual Doreen Osmelak, Yang Xu, Michael Hahn, and Kate McCurdy. 2026. Systematicity between Forms and Meanings across Languages Supports Efficient Communication. ACL 2026.
Atnafu Lambebo Tonja, et al. 2026. Afri-MCQA: Multimodal Cultural Question Answering for African Languages. Arxiv.
Sep 28
Audio In-class Assignment Kaitlyn Zhou, Martijn Bartelds, Federico Bianchi, and James Zou. 2026. “Sorry, I Didn’t Catch That”: How Speech Models Miss What Matters Most. Arxiv.
Michelle Cohn, Alyssa Lanzi, Yui Ishihara, Chen-Nee Chuah, Georgia Zellou, and Alyssa Weakley. 2026. Challenges in Automatic Speech Recognition for Adults with Cognitive Impairment. In Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems (CHI ‘26).

Interfaces

Sep 30
Reading Ziwei Gu, Ian Arawjo, Kenneth Li, Jonathan K. Kummerfeld, and Elena L. Glassman. 2024. An AI-Resilient Text Rendering Technique for Reading and Skimming Documents. In Proceedings of the CHI Conference on Human Factors in Computing Systems (CHI ‘24).
Kyle Lo, et al. 2023. The semantic reader project: Augmenting scholarly documents through ai-powered interactive reading interfaces. CACM.
Oct 5
Writing Mina Lee, Percy Liang, and Qian Yang. 2022. CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilities. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (CHI ‘22).
Tuhin Chakrabarty and Paramveer S. Dhillon. 2026. Can Good Writing Be Generative? Expert-Level AI Writing Emerges through Fine-Tuning on High Quality Books. In Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems (CHI ‘26).
Oct 7
Talking Martin Porcheron, Joel E. Fischer, Stuart Reeves, and Sarah Sharples. 2018. Voice Interfaces in Everyday Life. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (CHI ‘18).
John Joon Young Chung, Melissa Roemmele, and Max Kreminski. 2025. Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbols. In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (CHI ‘25).
Oct 12
Malleable Interfaces Bryan Min, Allen Chen, Yining Cao, and Haijun Xia. 2025. Malleable Overview-Detail Interfaces. In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (CHI ‘25).
Antti Salovaara and Leevi Vahvelainen. 2025. Triangulating on Possible Futures: Conducting User Studies on Several Futures Instead of Only One. In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (CHI ‘25).
Oct 14
Adaptive UI Eric Horvitz. 1999. Principles of mixed-initiative user interfaces. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI ‘99).
Ben Shneiderman and Pattie Maes. 1997. Direct manipulation vs. interface agents. Interactions.
Oct 19
Project Check-in Class dedicated to project work.
Oct 21
Gen UI In-class Assignment Yaniv Leviathan, et al. 2026. Generative UI: LLMs are Effective UI Generators. Arxiv.
Krzysztof Gajos and Daniel S. Weld. 2004. SUPPLE: Automatically Generating User Interfaces. In Proceedings of the 9th International Conference on Intelligent User Interfaces (IUI ‘04).

Project Proposals

Oct 26
Project Proposals Project Proposals Due
Oct 28
Project Proposals

Communication

Nov 2
Grounding Herbert H. Clark and Susan E. Brennan. 1991. Grounding in Communication. In Perspectives on Socially Shared Cognition.
Omar Shaikh, Hussein Mozannar, Gagan Bansal, Adam Fourney, and Eric Horvitz. 2025. Navigating Rifts in Human-LLM Grounding: Study and Benchmark. ACL 2025.
Nov 4
Computer Mediated Communication Justin Cheng, Michael Bernstein, Cristian Danescu-Niculescu-Mizil, and Jure Leskovec. 2017. Anyone Can Become a Troll: Causes of Trolling Behavior in Online Discussions. Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing (CSCW 2017).
Adam D. I. Kramer, Jamie E. Guillory, and Jeffrey T. Hancock. 2014. Experimental evidence of massive-scale emotional contagion through social networks. PNAS.
Nov 9
AI-Mediated Communication Jeffrey T Hancock, Mor Naaman, and Karen Levy. 2020. AI-Mediated Communication: Definition, Research Agenda, and Ethical Considerations. Journal of Computer-Mediated Communication.
Jess Hohenstein, et al. 2023. Artificial intelligence in communication impacts language and social relationships. Scientific Reports.
Nov 11
Simulations Joon Sung Park, Joseph C. O’Brien, Carrie J. Cai, Meredith Ringel Morris, Percy Liang, and Michael S. Bernstein. 2023. Generative Agents: Interactive Simulacra of Human Behavior. In Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology (UIST ‘23).
Shivani Kapania, William Agnew, Motahhare Eslami, Hoda Heidari, and Sarah E Fox. 2025. Simulacrum of Stories: Examining Large Language Models as Qualitative Research Participants. In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (CHI ‘25).
Nov 16
Social Agents In-class Assignment Xuhui Zhou, et al. 2024. SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents. ICLR 2024.
Xinyi Mou, et al. 2025. AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios. In Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL 2025).
Nov 18
Sycophancy Myra Cheng, Sunny Yu, Cinoo Lee, Pranav Khadpe, Lujain Ibrahim, and Dan Jurafsky. 2026. ELEPHANT: Measuring and Understanding Social Sycophancy in LLMs. ICLR 2026.
Mrinank Sharma, et al. 2024. Towards Understanding Sycophancy in Language Models. ICLR 2024.
Nov 23
No Class – Fall Break
Nov 25
No Class – Fall Break
Nov 30
Project Check-in Class dedicated to project work.

Final Presentations

Dec 2
Final Presentations
Dec 7
Final Presentations
Dec 9
Final Presentations Final Project Papers Due