--- title: "Alberto Testoni — author profile and papers · Question answering" description: "Alberto Testoni, Amsterdam Public Health: 2 papers on Elamur Research (2026), h-index 5 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/alberto-testoni/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/alberto-testoni/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Alberto Testoni # Alberto Testoni Alberto Testoni has 2 papers in our library, in 2026, most of them on [Question answering](https://md.research.elamur.ai/free/en/topics/question-answering/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Iacer Calixto](https://md.research.elamur.ai/free/en/authors/iacer-calixto/). 2 papers in our library · 2026 [OpenAlex](https://openalex.org/A5018156263) · [**h-index 5**](https://openalex.org/authors/A5018156263) · [58 works](https://openalex.org/works?filter=author.id:A5018156263) · [117 citations](https://openalex.org/works?filter=author.id:A5018156263&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/alberto-testoni/#papers) · [🔗 Cited 133 times in our library](https://md.research.elamur.ai/free/en/authors/alberto-testoni/cited-by/) · [⭐ Paper Stars ranking: #11101](https://md.research.elamur.ai/free/en/paper-stars/page/112/#star-11101) 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=Alberto+Testoni) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Alberto+Testoni) · [dblp](https://dblp.org/search?q=Alberto+Testoni) · [ACL Anthology](https://aclanthology.org/search/?q=Alberto+Testoni) ## Affiliations [🏥**Amsterdam University Medical Centers** Amsterdam · Netherlands 2025–2026 · 13 papers*current*](https://md.research.elamur.ai/free/en/hospitals/amsterdam-university-medical-centers/) · [🔬**Amsterdam Public Health** Amsterdam · Netherlands 2026 · 4 papers*current*](https://md.research.elamur.ai/free/en/labs/amsterdam-public-health/) · [🎓**University of Trento** Trento · Italy 2018–2022 · 20 papers](https://md.research.elamur.ai/free/en/universities/university-of-trento/) · [🎓**University of Amsterdam** Amsterdam · Netherlands 2019–2024 · 11 papers](https://md.research.elamur.ai/free/en/universities/university-of-amsterdam/) · [🎓**University of Bologna** Bologna · Italy 2017–2018 · 2 papers](https://md.research.elamur.ai/free/en/universities/university-of-bologna/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## 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 · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Health Informatics · 2 works](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Medicine · 2 works](https://md.research.elamur.ai/free/en/shelves/medicine/) · [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/) 🧭 Topics 2 Research subjects and languages the work is about.[Question answering · 2 works](https://md.research.elamur.ai/free/en/topics/question-answering/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/alberto-testoni/year/2026/) ## Papers The most cited first (OpenAlex and our library). 1. **[Mind the Gap: Benchmarking LLM Uncertainty and Calibration with Specialty-Aware Clinical QA and Reasoning-Based Behavioural Features](https://md.research.elamur.ai/free/en/papers/testoni-2026-mind-gap-benchmarking-llm-uncertainty/)** *(2026 · 2 citations)* Before LLMs can be trusted in clinical question answering, they need uncertainty estimates that are both well calibrated and good at separating right answers from wrong ones. 2. **[Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA](https://md.research.elamur.ai/free/en/papers/testoni-2026-calibrated-not-everyone-how-sexual/)** *(2026)* This paper asks whether clinically irrelevant statements about a patient's sexual orientation or religion change how accurate and how well calibrated LLMs are on medical questions. The question matters because clinical systems may use model confidence to decide when to defer to a clinician. ## Co-authors here 1 co-author with a page, the most papers together first. - [Iacer Calixto](https://md.research.elamur.ai/free/en/authors/iacer-calixto/) ×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/): [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) - [Conference of the European Chapter of the Association for Computational Linguistics (EACL)](https://md.research.elamur.ai/free/en/venues/eacl/): [EACL 2026](https://md.research.elamur.ai/free/en/venues/eacl/2026/) ## Cited by Papers of our library cite their works 133 times (of the 149,439 papers whose bibliographies we read); [39 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/alberto-testoni/cited-by/). Updated 1 November 2026