--- title: "Sarah Masud Preum — author profile and papers in our library" description: "Sarah Masud Preum, Dartmouth College: 3 papers on Elamur Research (2023–2026), h-index 14 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/sarah-masud-preum/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/sarah-masud-preum/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Sarah Masud Preum # Sarah Masud Preum Sarah Masud Preum has 3 papers in our library, in 2023–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Sentiment & emotion](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/); often with [Joseph Gatto](https://md.research.elamur.ai/free/en/authors/joseph-gatto/), [Parker Seegmiller](https://md.research.elamur.ai/free/en/authors/parker-seegmiller/). 3 papers in our library · 2023–2026 [OpenAlex](https://openalex.org/A5066969862) · [ORCID](https://orcid.org/0000-0002-7771-8323) · [Wikidata](https://www.wikidata.org/wiki/Q130801861) · [**h-index 14**](https://openalex.org/authors/A5066969862) · [94 works](https://openalex.org/works?filter=author.id:A5066969862) · [671 citations](https://openalex.org/works?filter=author.id:A5066969862&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/sarah-masud-preum/#papers) · [🔗 Cited 15 times in our library](https://md.research.elamur.ai/free/en/authors/sarah-masud-preum/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #8569](https://md.research.elamur.ai/free/en/paper-stars/page/86/#star-8569) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Sarah+Masud+Preum) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Sarah+Masud+Preum) · [dblp](https://dblp.org/search?q=Sarah+Masud+Preum) · [ACL Anthology](https://aclanthology.org/search/?q=Sarah+Masud+Preum) ## Affiliations [🎓**Dartmouth College** Hanover · United States 2021–2026 · 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 Medicine*current*](https://md.research.elamur.ai/free/en/universities/dartmouth-college/) · [🎓**University of Virginia** Charlottesville · United States 2015–2021 · 23 papers](https://md.research.elamur.ai/free/en/universities/university-of-virginia/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 2020–2026Employment 2020–2021 · Postdoctoral Scholar, School of Computer ScienceEmployment 2025–2026 · Visiting Scholar, HCI Institute](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/) 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. 📚 Shelves 6 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Health Informatics · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) 🧭 Topics 4 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Sentiment & emotion · 1 work](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/) · [Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/sarah-masud-preum/year/2026/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/sarah-masud-preum/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[Chain-of-Thought Embeddings for Stance Detection on Social Media](https://md.research.elamur.ai/free/en/papers/gatto-2023-chain-thought-embeddings-stance-detection/)** *(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](https://md.research.elamur.ai/free/en/papers/seegmiller-2026-how-much-would-clinician-edit/)** *(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](https://md.research.elamur.ai/free/en/papers/seegmiller-2026-measuring-distribution-shift-user-prompts/)** *(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 ↗](https://doi.org/10.1145/3419368) ACM Computing Surveys · no summary yet**Sarah Masud Preum et al.*2021 · 76 citations* 2. **[Chain-of-Thought Embeddings for Stance Detection on Social Media](https://md.research.elamur.ai/free/en/papers/gatto-2023-chain-thought-embeddings-stance-detection/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Joseph Gatto, Omar Sharif, Sarah M. Preum*2023 · 28 citations* 3. **[How Much Would a Clinician Edit This Draft? Evaluating LLM Alignment for Patient Message Response Drafting](https://md.research.elamur.ai/free/en/papers/seegmiller-2026-how-much-would-clinician-edit/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Parker Seegmiller, Joseph Gatto, Sarah E. Greer, et al.*2026* 4. **[Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance](https://md.research.elamur.ai/free/en/papers/seegmiller-2026-measuring-distribution-shift-user-prompts/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Parker Seegmiller, Sarah Masud Preum*2026* ## Co-authors here 2 co-authors with a page, the most papers together first. - [Joseph Gatto](https://md.research.elamur.ai/free/en/authors/joseph-gatto/) ×2 - [Parker Seegmiller](https://md.research.elamur.ai/free/en/authors/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)](https://md.research.elamur.ai/free/en/venues/acl/) ×2: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) ×2 - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2023](https://md.research.elamur.ai/free/en/venues/findings/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 →](https://md.research.elamur.ai/free/en/authors/sarah-masud-preum/cited-by/). Updated 1 November 2026