--- title: "Bradley A. Malin — author profile and papers in our library" description: "Bradley A. Malin, Vanderbilt University: 3 papers on Elamur Research (2023–2026), h-index 57 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/bradley-a-malin/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/bradley-a-malin/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Bradley A. Malin # Bradley A. Malin Bradley A. Malin 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/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/), [Knowledge graphs & ontologies](https://md.research.elamur.ai/free/en/topics/knowledge-graphs/); often with [Jiaxin Zhang](https://md.research.elamur.ai/free/en/authors/jiaxin-zhang/), [Zhuohang Li](https://md.research.elamur.ai/free/en/authors/zhuohang-li/), [Caiming Xiong](https://md.research.elamur.ai/free/en/authors/caiming-xiong/). 3 papers in our library · 2023–2026 [OpenAlex](https://openalex.org/A5090647314) · [ORCID](https://orcid.org/0000-0003-3040-5175) · [Wikidata](https://www.wikidata.org/wiki/Q64692860) · [**h-index 57**](https://openalex.org/authors/A5090647314) · [525 works](https://openalex.org/works?filter=author.id:A5090647314) · [11,973 citations](https://openalex.org/works?filter=author.id:A5090647314&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/bradley-a-malin/#papers) · [🔗 Cited 26 times in our library](https://md.research.elamur.ai/free/en/authors/bradley-a-malin/cited-by/) · [⭐ Paper Stars ranking: #8502](https://md.research.elamur.ai/free/en/paper-stars/page/86/#star-8502) 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=Bradley+A.+Malin) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Bradley+A.+Malin) · [dblp](https://dblp.org/search?q=Bradley+A.+Malin) · [ACL Anthology](https://aclanthology.org/search/?q=Bradley+A.+Malin) ## Affiliations [🎓**Vanderbilt University** Nashville · United States 2006–2026 · 326 papersEmployment*current*](https://md.research.elamur.ai/free/en/universities/vanderbilt-university/) · [🏥**Vanderbilt University Medical Center** Nashville · United States 2007–2026 · 207 papersEmployment · Biomedical Informatics*current*](https://md.research.elamur.ai/free/en/hospitals/vanderbilt-university-medical-center/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 2000–2018 · 20 papersEducation](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/) · [🎓**The University of Texas Health Science Center at Houston** Houston · United States 2013–2024 · 2 papers](https://md.research.elamur.ai/free/en/universities/the-university-of-texas-health-science-center-at-houston/) · [🎓**Georgia Institute of Technology** Atlanta · United States 2016 · 2 papers](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 7 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 8 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/) · [Biochemistry, Genetics and Molecular Biology · 1 work](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [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/) · [Molecular Biology · 1 work](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/molecular-biology/) 🧭 Topics 3 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/) · [Knowledge graphs & ontologies · 1 work](https://md.research.elamur.ai/free/en/topics/knowledge-graphs/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/bradley-a-malin/year/2026/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/bradley-a-malin/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency](https://md.research.elamur.ai/free/en/papers/zhang-2023-sac3-reliable-hallucination-detection-black/)** *(2023 · 28 citations)* Black-box LMs such as ChatGPT expose no token log-probabilities, so hallucination detectors often depend on sampling and self-consistency: if repeated answers agree, the output is assumed factual. 2. **[From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models](https://md.research.elamur.ai/free/en/papers/zhang-2026-passive-metric-active-signal-evolving/)** *(2026 · 1 citation)* Most uncertainty quantification (UQ) work on LLMs scores an output only after it has been generated. This survey argues that such retrospective scoring does not fit multi-step reasoning, agents or alignment loops. It traces a shift in which uncertainty becomes a live control input that changes what the model does… 3. **[MHGraphBench: Knowledge Graph-Grounded Benchmarking of Mental Health Knowledge in Large Language Models](https://md.research.elamur.ai/free/en/papers/liu-2026-mhgraphbench-knowledge-graph-grounded-benchmarking/)** *(2026)* Large language models are increasingly used in mental health, but broad medical benchmarks say little about whether they hold verifiable psychiatric biomedical knowledge. ## Co-authors here 6 co-authors with a page, the most papers together first. - [Jiaxin Zhang](https://md.research.elamur.ai/free/en/authors/jiaxin-zhang/) ×2 - [Zhuohang Li](https://md.research.elamur.ai/free/en/authors/zhuohang-li/) ×2 - [Caiming Xiong](https://md.research.elamur.ai/free/en/authors/caiming-xiong/) - [Chien-Sheng Wu](https://md.research.elamur.ai/free/en/authors/chien-sheng-wu/) - [Lifu Huang](https://md.research.elamur.ai/free/en/authors/lifu-huang/) - [Weixin Liu](https://md.research.elamur.ai/free/en/authors/weixin-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/) - [Workshop on Generation, Evaluation and Metrics (GEM)](https://md.research.elamur.ai/free/en/venues/gem/): [GEM 2026](https://md.research.elamur.ai/free/en/venues/gem/2026/) ## Cited by Papers of our library cite their works 26 times (of the 149,439 papers whose bibliographies we read); [5 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/bradley-a-malin/cited-by/). Updated 1 November 2026