--- title: "Justin Cui — author profile and papers — Elamur Research" description: "Justin Cui, University of California, Los Angeles: 2 papers on Elamur Research (2024–2026), h-index 4 — affiliations, topics, co-authors and…" canonical: "https://research.elamur.ai/free/en/authors/justin-cui/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/justin-cui/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Justin Cui # Justin Cui Justin Cui has 2 papers in our library, in 2024–2026, 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/), [Bias, fairness & safety](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/); often with [Armin Toroghi](https://md.research.elamur.ai/free/en/authors/armin-toroghi/), [Cho-Jui Hsieh](https://md.research.elamur.ai/free/en/authors/cho-jui-hsieh/), [Ion Gabriel Stoica](https://md.research.elamur.ai/free/en/authors/ion-gabriel-stoica/). 2 papers in our library · 2024–2026 [OpenAlex](https://openalex.org/A5007072228) · [ORCID](https://orcid.org/0009-0007-7376-1256) · [Wikidata](https://www.wikidata.org/wiki/Q130845425) · [**h-index 4**](https://openalex.org/authors/A5007072228) · [19 works](https://openalex.org/works?filter=author.id:A5007072228) · [54 citations](https://openalex.org/works?filter=author.id:A5007072228&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/justin-cui/#papers) · [🔗 Cited 71 times in our library](https://md.research.elamur.ai/free/en/authors/justin-cui/cited-by/) · [⭐ Paper Stars ranking: #7145](https://md.research.elamur.ai/free/en/paper-stars/page/72/#star-7145) 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=Justin+Cui) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Justin+Cui) · [dblp](https://dblp.org/search?q=Justin+Cui) · [ACL Anthology](https://aclanthology.org/search/?q=Justin+Cui) ## Affiliations [🎓**University of California, Los Angeles** Los Angeles · United States 2026 · 3 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-california-los-angeles/) · [🎓**University of Toronto** Toronto · Canada 2024–2026 · 3 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-toronto/) 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 7 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/) · [Safety Research · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/safety-research/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 4 Research subjects and languages the work is about.[Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [Bias, fairness & safety · 1 work](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) · [Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) ## Works by year ### 2020s [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/justin-cui/year/2026/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/justin-cui/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[OR-Bench: An Over-Refusal Benchmark for Large Language Models](https://md.research.elamur.ai/free/en/papers/cui-2024-bench-over-refusal-benchmark-large/)** *(2024 · 76 citations)* Safety-tuned LLMs often refuse harmless requests that merely look risky. Before this work, the problem had no large-scale way to be measured. The only dedicated test set, XSTest, has 250 hand-written prompts, and recent strong models now answer almost all of them. The authors build an automated pipeline to fill this… 2. **[Multimodal Item Scoring for Natural Language Recommendation via Gaussian Process Regression with LLM Relevance Judgments](https://md.research.elamur.ai/free/en/papers/liu-2026-multimodal-item-scoring-natural-language/)** *(2026 · 4 citations)* Natural Language Recommendation (NLRec) ranks items, each described by several text passages, against a free-form user request. ## Co-authors here 7 co-authors with a page, the most papers together first. - [Armin Toroghi](https://md.research.elamur.ai/free/en/authors/armin-toroghi/) - [Cho-Jui Hsieh](https://md.research.elamur.ai/free/en/authors/cho-jui-hsieh/) - [Ion Gabriel Stoica](https://md.research.elamur.ai/free/en/authors/ion-gabriel-stoica/) - [Jiazhou Liang](https://md.research.elamur.ai/free/en/authors/jiazhou-liang/) - [Scott Sanner](https://md.research.elamur.ai/free/en/authors/scott-sanner/) - [Wei-Lin Chiang](https://md.research.elamur.ai/free/en/authors/wei-lin-chiang/) - [Yifan Simon Liu](https://md.research.elamur.ai/free/en/authors/yifan-simon-liu/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) ## Cited by Papers of our library cite their works 71 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/justin-cui/cited-by/). Updated 31 October 2026