--- title: "Siddharth Narayanan — author profile and papers in our library" description: "Siddharth Narayanan, Future House, Inc.: 4 papers on Elamur Research (2024–2025), h-index 88 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/siddharth-narayanan/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/siddharth-narayanan/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Siddharth Narayanan # Siddharth Narayanan Siddharth Narayanan has 4 papers in our library, in 2024–2025, 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/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Samuel G. Rodriques](https://md.research.elamur.ai/free/en/authors/samuel-g-rodriques/), [Andrew D. White](https://md.research.elamur.ai/free/en/authors/andrew-d-white/), [Jon M Laurent](https://md.research.elamur.ai/free/en/authors/jon-m-laurent/). 4 papers in our library · 2024–2025 [OpenAlex](https://openalex.org/A5107878155) · [ORCID](https://orcid.org/0000-0003-2723-3560) · [Wikidata](https://www.wikidata.org/wiki/Q96691656) · [**h-index 88**](https://openalex.org/authors/A5107878155) · [647 works](https://openalex.org/works?filter=author.id:A5107878155) · [32,043 citations](https://openalex.org/works?filter=author.id:A5107878155&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/siddharth-narayanan/#papers) · [🔗 Cited 68 times in our library](https://md.research.elamur.ai/free/en/authors/siddharth-narayanan/cited-by/) · [⭐ Paper Stars ranking: #7884](https://md.research.elamur.ai/free/en/paper-stars/page/79/#star-7884) 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=Siddharth+Narayanan) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Siddharth+Narayanan) · [dblp](https://dblp.org/search?q=Siddharth+Narayanan) · [ACL Anthology](https://aclanthology.org/search/?q=Siddharth+Narayanan) ## Affiliations [🤝**Future House, Inc.** San Francisco · United States 2024 · 2 papers*current*](https://md.research.elamur.ai/free/en/ngos/future-house-inc/) · [🎓**Massachusetts Institute of Technology** Cambridge · United States 2014–2023 · 558 papersEducation](https://md.research.elamur.ai/free/en/universities/massachusetts-institute-of-technology/) · [🔬**Institute of High Energy Physics** Vienna · Austria 2016–2023 · 35 papers](https://ror.org/039shy520) · [🏛️**Austrian Academy of Sciences** Vienna · Austria 2016–2018 · 10 papers](https://md.research.elamur.ai/free/en/government/austrian-academy-of-sciences/) · [🏢**Edison Scientific Inc.** San Francisco · United States 2025 · 2 papers](https://ror.org/01p9amb16) · [🎓**University of Wisconsin–Madison** Madison · United States 2017–2021 · 2 papers](https://md.research.elamur.ai/free/en/universities/university-of-wisconsin-madison/) 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 14 The field of science this work belongs to (OpenAlex fields).[Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Biochemistry, Genetics and Molecular Biology · 1 work](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Molecular Biology · 1 work](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/molecular-biology/) · [Materials Science · 1 work](https://md.research.elamur.ai/free/en/shelves/materials-science/) · [Decision Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/) · [Health Informatics · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Information Systems and Management · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/information-systems-and-management/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) · [Materials Chemistry · 1 work](https://md.research.elamur.ai/free/en/shelves/materials-science/materials-chemistry/) 🧭 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 [**2025** 2 papers](https://md.research.elamur.ai/free/en/authors/siddharth-narayanan/year/2025/) · [**2024** 2 papers](https://md.research.elamur.ai/free/en/authors/siddharth-narayanan/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[LAB-Bench: Measuring Capabilities of Language Models for Biology Research](https://md.research.elamur.ai/free/en/papers/laurent-2024-lab-bench-measuring-capabilities/)** *(2024 · 62 citations)* Most science benchmarks for LLMs test textbook-style recall, not the practical work researchers do every day. LAB-Bench, from FutureHouse, fills this gap for biology. It contains more than 2,400 multiple-choice questions covering: 2. **[BixBench: a Comprehensive Benchmark for LLM-based Agents in Computational Biology](https://md.research.elamur.ai/free/en/papers/mitchener-2025-bixbench-comprehensive-benchmark-llm/)** *(2025 · 29 citations)* Bioinformatics may be one of the first fields where AI agents could carry out research autonomously. Yet no broad benchmark existed to test whether LLM-based agents can explore real biological data, run long multi-step analyses and interpret the results. The authors, from FutureHouse and ScienceMachine, built… 3. **[Aviary: training language agents on challenging scientific tasks](https://md.research.elamur.ai/free/en/papers/narayanan-2024-aviary-training-language-agents/)** *(2024 · 18 citations)* Scientific work usually unfolds over many rounds of tool use, analysis and feedback, yet software for building and training LLM-based agents for such multi-step work is fragmented and loosely defined. 4. **[Training a Scientific Reasoning Model for Chemistry](https://md.research.elamur.ai/free/en/papers/narayanan-2025-training-scientific-reasoning-model/)** *(2025 · 15 citations)* The paper asks whether reasoning-style post-training, which has mostly been shown to work in maths and coding, also transfers to chemistry. ## Co-authors here 10 co-authors with a page, the most papers together first. - [Samuel G. Rodriques](https://md.research.elamur.ai/free/en/authors/samuel-g-rodriques/) ×4 - [Andrew D. White](https://md.research.elamur.ai/free/en/authors/andrew-d-white/) ×3 - [Jon M Laurent](https://md.research.elamur.ai/free/en/authors/jon-m-laurent/) ×3 - [Albert Bou](https://md.research.elamur.ai/free/en/authors/albert-bou/) ×2 - [Geemi Wellawatte](https://md.research.elamur.ai/free/en/authors/geemi-wellawatte/) ×2 - [James D. Braza](https://md.research.elamur.ai/free/en/authors/james-d-braza/) ×2 - [Ludovico Mitchener](https://md.research.elamur.ai/free/en/authors/ludovico-mitchener/) ×2 - [Ryan-Rhys Griffiths](https://md.research.elamur.ai/free/en/authors/ryan-rhys-griffiths/) ×2 - [Mayk Caldas Ramos](https://md.research.elamur.ai/free/en/authors/mayk-caldas-ramos/) - [Sam Cox](https://md.research.elamur.ai/free/en/authors/sam-cox/) ## Cited by Papers of our library cite their works 68 times (of the 149,439 papers whose bibliographies we read); [29 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/siddharth-narayanan/cited-by/). Updated 3 November 2026