--- title: "Katherine M. Collins — author profile and papers in our library" description: "Katherine M. Collins, Princeton University: 2 papers on Elamur Research (2023–2025), h-index 11 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/katherine-m-collins/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/katherine-m-collins/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Katherine M. Collins # Katherine M. Collins Katherine M. Collins has 2 papers in our library, in 2023–2025, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/); often with [Joshua B. Tenenbaum](https://md.research.elamur.ai/free/en/authors/joshua-b-tenenbaum/), [Lionel Wong](https://md.research.elamur.ai/free/en/authors/lionel-wong/), [Adrian Weller](https://md.research.elamur.ai/free/en/authors/adrian-weller/). 2 papers in our library · 2023–2025 [OpenAlex](https://openalex.org/A5024828997) · [ORCID](https://orcid.org/0000-0002-7032-716X) · [Wikidata](https://www.wikidata.org/wiki/Q130861252) · [**h-index 11**](https://openalex.org/authors/A5024828997) · [57 works](https://openalex.org/works?filter=author.id:A5024828997) · [1,622 citations](https://openalex.org/works?filter=author.id:A5024828997&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/katherine-m-collins/#papers) · [🔗 Cited 47 times in our library](https://md.research.elamur.ai/free/en/authors/katherine-m-collins/cited-by/) · [6 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #9803](https://md.research.elamur.ai/free/en/paper-stars/page/99/#star-9803) 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=Katherine+M.+Collins) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Katherine+M.+Collins) · [dblp](https://dblp.org/search?q=Katherine+M.+Collins) · [ACL Anthology](https://aclanthology.org/search/?q=Katherine+M.+Collins) ## Affiliations [🎓**Massachusetts Institute of Technology** Cambridge · United States 2018–2026 · 47 papers*current*](https://md.research.elamur.ai/free/en/universities/massachusetts-institute-of-technology/) · [🎓**University of Cambridge** Cambridge · United Kingdom 2022–2026 · 46 papersEmployment*current*](https://md.research.elamur.ai/free/en/universities/university-of-cambridge/) · [🎓**Princeton University** Princeton · United States 2026 · 12 papers*current*](https://md.research.elamur.ai/free/en/universities/princeton-university/) · [🎓**Harvard University** Cambridge · United States 2018–2023 · 5 papers](https://md.research.elamur.ai/free/en/universities/harvard-university/) · [🔬**Wyss Institute for Biologically Inspired Engineering** Boston 2018–2023 · 5 papers](https://ror.org/008cfmj78) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 3 more institutions on single bylines are not listed. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 5 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 2 Research subjects and languages the work is about.[Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) ## Works by year ### 2020s [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/katherine-m-collins/year/2025/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/katherine-m-collins/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[Evaluating Language Models for Mathematics through Interactions](https://md.research.elamur.ai/free/en/papers/collins-2023-evaluating-language-models-mathematics-through/)** *(2023 · 40 citations)* Standard LLM benchmarks compare a single model output with a fixed reference answer. That approach says little about how useful a model is when a person works with it over several turns. The authors argue that assistant-style use needs interactive evaluation. They test this on informal proofs of undergraduate… 2. **[On Benchmarking Human-Like Intelligence in Machines](https://md.research.elamur.ai/free/en/papers/ying-2025-benchmarking-human-like-intelligence-machines/)** *(2025 · 7 citations)* This perspective paper argues that widely used AI benchmarks cannot reliably show whether a model reasons in a human-like way. ## All works 8 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them. 1. [**Evaluating Language Models for Mathematics through Interactions arXiv:2306.01694**Katherine M. Collins, Albert Q. Jiang, Simon Frieder, et al.*2023 · 40 citations*](https://md.research.elamur.ai/free/en/papers/collins-2023-evaluating-language-models-mathematics-through/) 2. **[Measuring and Mitigating (Over)reliance to Build Human-Compatible AI ↗](https://doi.org/10.1609/aies.v9i2.43225) Proceedings of the AAAI/ACM Conference on AI Ethics and Society · no summary yet**Lujain Ibrahim et al.*2026 · 7 citations* 3. **[On Benchmarking Human-Like Intelligence in Machines](https://md.research.elamur.ai/free/en/papers/ying-2025-benchmarking-human-like-intelligence-machines/) [Open Mind](https://md.research.elamur.ai/free/en/venues/open-mind/)**Lance Ying, Katherine M. Collins, Lionel Wong, et al.*2025 · 7 citations* 4. **[Cognitive offloading and the speedup illusion in human-AI interaction ↗](https://arxiv.org/abs/2605.23177) arXiv (Cornell University) · no summary yet**Sunny Yu et al.*2026 · 1 citation* 5. **[The efficiency-gain illusion: People underestimate the rate of AI use and overestimate its benefits on simple tasks ↗](https://doi.org/10.17605/osf.io/v6zgy) no summary yet**Sunny Yu et al.*2026 · 1 citation* 6. **[Understanding the Division of Cognitive Effort in Human-AI Interactions ↗](https://doi.org/10.17605/osf.io/3sq8a) no summary yet**Sunny Yu et al.*2026* 7. **[Understanding When People use AI on Different Cognitive Tasks ↗](https://doi.org/10.17605/osf.io/xp3td) no summary yet**Sunny Yu et al.*2026* 8. **[Understanding Subjectivity through the Lens of Motivational Context in Model-Generated Image Satisfaction ↗](https://arxiv.org/abs/2403.05576) arXiv (Cornell University) · no summary yet**Senjuti Dutta et al.*2024* ## Co-authors here 12 of 13 co-authors with a page, the most papers together first. - [Joshua B. Tenenbaum](https://md.research.elamur.ai/free/en/authors/joshua-b-tenenbaum/) ×2 - [Lionel Wong](https://md.research.elamur.ai/free/en/authors/lionel-wong/) ×2 - [Adrian Weller](https://md.research.elamur.ai/free/en/authors/adrian-weller/) - [Albert Q. Jiang](https://md.research.elamur.ai/free/en/authors/albert-q-jiang/) - [Ilia Sucholutsky](https://md.research.elamur.ai/free/en/authors/ilia-sucholutsky/) - [Miri Zilka](https://md.research.elamur.ai/free/en/authors/miri-zilka/) - [Ryan Liu](https://md.research.elamur.ai/free/en/authors/ryan-liu/) - [Simon Frieder](https://md.research.elamur.ai/free/en/authors/simon-frieder/) - [Thomas L. Griffiths](https://md.research.elamur.ai/free/en/authors/thomas-l-griffiths/) - [Thomas Lukasiewicz](https://md.research.elamur.ai/free/en/authors/thomas-lukasiewicz/) - [Tianmin Shu](https://md.research.elamur.ai/free/en/authors/tianmin-shu/) - [Wenda Li](https://md.research.elamur.ai/free/en/authors/wenda-li/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Open Mind](https://md.research.elamur.ai/free/en/venues/open-mind/): [Open Mind 2025](https://md.research.elamur.ai/free/en/venues/open-mind/2025/) - Proceedings of the AAAI/ACM Conference on AI Ethics and Society ## Cited by Papers of our library cite their works 47 times (of the 149,439 papers whose bibliographies we read); [23 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/katherine-m-collins/cited-by/). Updated 3 November 2026