--- title: "Anson Ho · University of Toronto — author profile and papers" description: "Anson Ho, University of Toronto: 2 papers on Elamur Research (2022–2024), h-index 7 — affiliations, topics, co-authors and who cites them…" canonical: "https://research.elamur.ai/free/en/authors/anson-ho/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/anson-ho/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Anson Ho # Anson Ho Anson Ho has 2 papers in our library, in 2022–2024, 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/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Tamay Besiroglu](https://md.research.elamur.ai/free/en/authors/tamay-besiroglu/), [Ege Erdil](https://md.research.elamur.ai/free/en/authors/ege-erdil/), [Matthew Barnett](https://md.research.elamur.ai/free/en/authors/matthew-barnett/). 2 papers in our library · 2022–2024 [OpenAlex](https://openalex.org/A5103198508) · [ORCID](https://orcid.org/0000-0003-2597-7785) · [**h-index 7**](https://openalex.org/authors/A5103198508) · [17 works](https://openalex.org/works?filter=author.id:A5103198508) · [633 citations](https://openalex.org/works?filter=author.id:A5103198508&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/anson-ho/#papers) · [🔗 Cited 233 times in our library](https://md.research.elamur.ai/free/en/authors/anson-ho/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #5591](https://md.research.elamur.ai/free/en/paper-stars/page/56/#star-5591) 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=Anson+Ho) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Anson+Ho) · [dblp](https://dblp.org/search?q=Anson+Ho) · [ACL Anthology](https://aclanthology.org/search/?q=Anson+Ho) ## Affiliations [🎓**University of Toronto** Toronto · Canada 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/university-of-toronto/) · [🎓**University of Waterloo** Waterloo · Canada 2013–2017 · 3 papers](https://md.research.elamur.ai/free/en/universities/university-of-waterloo/) 🏛️**Epoch** Montreal · [Canada](https://md.research.elamur.ai/free/en/countries/canada/) 2021Employment since 2021 · Staff Researcher [🎓**University of St Andrews** St Andrews · United Kingdom 2018–2021Education 2018–2021 · BSc (Hons) Physics, School of Physics and AstronomyEmployment 2021 · Summer intern, School of Physics and Astronomy](https://md.research.elamur.ai/free/en/universities/university-of-st-andrews/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 4 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).[Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [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/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) 🧭 Topics 3 Research subjects and languages the work is about.[Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) · [Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/anson-ho/year/2024/) · [**2022** 1 paper](https://md.research.elamur.ai/free/en/authors/anson-ho/year/2022/) ## Papers The most cited first (OpenAlex and our library). 1. **[Will we run out of data? Limits of LLM scaling based on human-generated data](https://md.research.elamur.ai/free/en/papers/villalobos-2022-will-run-out-data-limits/)** *(2022 · 198 citations)* Scaling laws push LLM developers toward ever-larger training sets, which raises the question of whether public human-written text will eventually run out. 2. **[FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI](https://md.research.elamur.ai/free/en/papers/glazer-2024-frontiermath-benchmark-evaluating-advanced-mathematical/)** *(2024 · 97 citations)* Popular math benchmarks such as MATH and GSM8K mostly test high-school or early-undergraduate skills, and leading models now score near the ceiling on them. ## All works 3 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. [**Will we run out of data? Limits of LLM scaling based on human-generated data arXiv:2211.04325**Pablo Villalobos, Anson Ho, Jaime Sevilla, et al.*2022 · 198 citations*](https://md.research.elamur.ai/free/en/papers/villalobos-2022-will-run-out-data-limits/) 2. [**FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI arXiv:2411.04872**Elliot Glazer, Ege Erdil, Tamay Besiroglu, et al.*2024 · 97 citations*](https://md.research.elamur.ai/free/en/papers/glazer-2024-frontiermath-benchmark-evaluating-advanced-mathematical/) 3. **[International AI Safety Report ↗](https://arxiv.org/abs/2501.17805) arXiv (Cornell University) · no summary yet**Yoshua Bengio et al.*2025 · 41 citations* ## Co-authors here 3 co-authors with a page, the most papers together first. - [Tamay Besiroglu](https://md.research.elamur.ai/free/en/authors/tamay-besiroglu/) ×2 - [Ege Erdil](https://md.research.elamur.ai/free/en/authors/ege-erdil/) - [Matthew Barnett](https://md.research.elamur.ai/free/en/authors/matthew-barnett/) ## Cited by Papers of our library cite their works 233 times (of the 149,439 papers whose bibliographies we read); [51 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/anson-ho/cited-by/). Updated 2 November 2026