🧑‍🔬 Sarah Masud Preum

🏛️ Affiliations

🎓Dartmouth CollegeHanover · United States2021–2026 · 58 papersEmployment since 2021 · Assistant Professor, Computer ScienceEmployment since 2023 · Technical Associate Director,, Dartmouth Center for Precision Health and Artificial IntelligenceEmployment since 2023 · Adjunct Faculty, Department of Biomedical Data Science, Geisel School of Medicinecurrent🎓University of VirginiaCharlottesville · United States2015–2021 · 23 papers🎓Carnegie Mellon UniversityPittsburgh · United States2020–2026Employment 2020–2021 · Postdoctoral Scholar, School of Computer ScienceEmployment 2025–2026 · Visiting Scholar, HCI Institute

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed.

🧭 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📅 Works by year

2020s

📄 Papers

The most cited first (OpenAlex and our library).

1. Chain-of-Thought Embeddings for Stance Detection on Social Media (2023 · 28 citations)
   Social media posts often express stance indirectly, through slang, allusions, or emerging events that an LLM with a fixed knowledge cut-off may not grasp.
2. How Much Would a Clinician Edit This Draft? Evaluating LLM Alignment for Patient Message Response Drafting (2026)
   Clinicians are increasingly asked to review LLM-generated drafts of replies to patient portal messages. The authors ask whether such drafts actually reduce their workload or just shift effort into editing. With 13 primary care physicians and nurses, they built a taxonomy of what good clinician replies contain: 8…
3. Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance (2026)
   Deployed LLMs face user prompts that change over time as new tasks and new users appear. Earlier robustness studies usually assumed out-of-distribution shift rather than measuring it. This paper asks how much prompt drift occurs in practice and how it affects instruction-tuned models. The authors present LENS, a…

All works

4 works of theirs in our library, the most cited first; 3 with a page here, the others link their original until we summarise them.

1. A Review of Cognitive Assistants for Healthcare ↗ACM Computing Surveys · no summary yetSarah Masud Preum et al.2021 · 76 citations
2. Chain-of-Thought Embeddings for Stance Detection on Social MediaFindings of the Association for Computational LinguisticsJoseph Gatto, Omar Sharif, Sarah M. Preum2023 · 28 citations
3. How Much Would a Clinician Edit This Draft? Evaluating LLM Alignment for Patient Message Response DraftingAnnual Meeting of the Association for Computational Linguistics (ACL)Parker Seegmiller, Joseph Gatto, Sarah E. Greer, et al.2026
4. Measuring Distribution Shift in User Prompts and Its Effects on LLM PerformanceAnnual Meeting of the Association for Computational Linguistics (ACL)Parker Seegmiller, Sarah Masud Preum2026

🤝 Co-authors here

2 co-authors with a page, the most papers together first.

• Joseph Gatto ×2
• Parker Seegmiller ×2

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

• Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026 ×2
• Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2023
• ACM Computing Surveys

🔗 Cited by

Papers of our library cite their works 15 times (of the 149,439 papers whose bibliographies we read); 4 citing papers with a page here →.

Updated 1 November 2026

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