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UID:294@escience.washington.edu
DTSTART;TZID=America/Los_Angeles:20251118T163000
DTEND;TZID=America/Los_Angeles:20251118T172000
DTSTAMP:20251114T204204Z
URL:https://escience.washington.edu/events/uw-data-science-seminar-humanit
 ies-data-science-summer-institute-part-1/
SUMMARY:UW Data Science Seminar: Humanities Data Science Summer Institute P
 art 1
DESCRIPTION:Please join us for a UW Data Science Seminar featuring research
  teams from the Humanities Data Science Summer Institute on Tuesday\, Nove
 mber 18th from 4:30 to 5:20 p.m. PT. The seminar will be held in IEB G109.
 \n\n&nbsp\;\n"Multimodal LLM Categorization for Humanities Research on Soc
 ial Media: A Case Study with Pepe the Frog"\nAbstract: Our project for HD
 SSI considered the utility of multimodal LLMs for humanities research\, sp
 ecifically concerning politically sensitive social media posts. Building o
 n research on the use of AI for qualitative image captioning and analysis\
 , we compared how LLMs versus human raters assessed the political position
 ality\, hate content\, and sexually explicit content in social media posts
 . Our dataset comprises 3407 tweets with imagery pertaining to the Pepe th
 e Frog meme\, drawn from the months surrounding the January 6\, 2021 riot 
 on the US Capitol. Using a zero-shot prompt\, we queried a range of multim
 odal models including Claude Opus 4 and Sonnet 4\, Mistral Pixtral 12B\, a
 nd LLaVa-NeXT to obtain their categorizations of the material. We show tha
 t while the Claude models are extremely precise and consistent in their as
 sessments\, Mistral and LlaVa are considerably less capable of capturing h
 atred content. But strikingly\, even the high-performing models tend to ta
 g in ways that downplay individual responsibility for the circulation of p
 olitically sensitive material\, a shift that has implications for notions 
 of responsibility as they circulate in the digital public sphere. We concl
 ude that between LLMs’ still-growing ability to categorize qualitative\,
  multimodal material and the guardrails built into the models\, scholars a
 nd students of the humanities should exercise caution while engaging LLMs 
 to understand politically explosive social media material at scale.\n\n&nb
 sp\;\n\nSpeakers: Adair Rounthwaite (Professor and Chair of Art History)\,
  Niko Nadirashvili (PhD student in Art History)\, Yuanxi Li (undergrad in 
 Informatics and Sociology)\n\n&nbsp\;\n\n"The Canon in Circulation: Tracki
 ng the Reception of Norton Anthology Authors in Library Checkout Data"\nAb
 stract: Which canonical American authors are the public reading\, and why?
  We explore this question by analyzing nearly two decades of book circulat
 ion data from the Seattle Public Library (SPL)\, one of the only public li
 braries in the United States to make anonymized checkout data publicly ava
 ilable. Focusing on the 93 authors included in the post-1945 volume of The
  Norton Anthology of American Literature (NAAL)\, we examine 1.6k unique w
 orks and almost one million checkouts to better understand contemporary li
 terary reception beyond the classroom. We present a novel dataset that can
  support future reception research and serve as a benchmark for future Wor
 k-level clustering approaches. Our findings suggest that the few genre fic
 tion authors in the NAAL—particularly writers of science fiction—domin
 ate the checkouts\, and that circulation spikes are often triggered by hig
 h-profile media adaptations\, the death of an author\, and potentially eve
 n scandal.\n\n&nbsp\;\n\nSpeaker: Neel Gupta is a PhD student in the iScho
 ol at UW working in the fields of cultural analytics and the digital human
 ities. He received his undergraduate degree from Swarthmore College in Eng
 lish and Mathematics. He's interested in how economic changes in society h
 ave affected the cultural and aesthetic production\, specifically in the r
 ealm of prose fiction. Neel is more broadly interested in how digital and 
 computational methods can be used alongside humanistic methodologies to st
 udy culture. \n\n&nbsp\;\nThe 2025-2026 seminars will be held in person\, 
 and are free and open to the public.
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