--- id: "/tags/science-domain-evals/page/2/" title: "Science Domain Evals · page 2" url: "https://skillissue.dev/tags/science-domain-evals/page/2/" --- # Science Domain Evals [Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md) 45 resources · page 2 of 2 - ### [Stanford HAI/RegLab: legal models hallucinate in 1 of 6+ queries](/evaluation/benchmarks-and-leaderboards/stanford-hai-reglab-legal-models-hallucinate-in-1-of-6-queries/index.md) by [Stanford HAI](https://hai.stanford.edu/) Stanford HAI article on a RegLab study measuring hallucination rates of legal AI research tools such as Lexis+ AI and Westlaw AI. entity benchmark US en - ### [TaxCalcBench (Column Tax)](/evaluation/benchmarks-and-leaderboards/taxcalcbench-tax-return-calculation-and-failure-analysis/index.md) by [Column Tax](https://www.columntax.com/) Column Tax post introducing TaxCalcBench, a benchmark of tax-return calculation cases with an analysis of where models fail. entity benchmark United States en - ### [Therapeutics Data Commons](/evaluation/benchmarks-and-leaderboards/therapeutics-data-commons/index.md) by [Therapeutics Data Commons team (Harvard University)](https://tdcommons.ai/) Therapeutics Data Commons: datasets, tasks and leaderboards for machine learning across drug discovery and development. entity benchmark US / International en - ### [Vals.ai](/evaluation/benchmarks-and-leaderboards/vals-ai/index.md) by [Vals AI](https://www.vals.ai/) Vals AI benchmarks: independently run leaderboards on coding, finance, legal and science tasks with evaluation costs. entity leaderboard US en - ### [Vals AI's Latest Benchmark Finds Legal and General AI Now Outperform Lawyers in Legal Research (LawNext)](/evaluation/benchmarks-and-leaderboards/vals-ai-vlair-legal-research-report-lawnext-coverage-oct-2025/index.md) by [LawSites](https://lawnext.com/) LawNext article on Vals AI's legal research benchmark comparing legal AI tools and general LLMs with a lawyer baseline. entity benchmark US en - ### [WeatherBench 2](/evaluation/benchmarks-and-leaderboards/weatherbench-2/index.md) by [Google Research](https://research.google/) Google Research WeatherBench 2: benchmark, datasets and metrics for comparing data-driven global weather forecasting models. entity benchmark US / International en - ### [WorldScore](/evaluation/benchmarks-and-leaderboards/worldscore/index.md) by [Haoyi Duan](https://haoyi-duan.github.io) WorldScore project page: unified benchmark for 3D, 4D and video world generation on controllability, quality and dynamics. entity leaderboard West en - ### [Legal Technology Insider: Vals report missing the market leaders](/evaluation/benchmarks-and-leaderboards/legal-technology-insider-vals-report-missing-the-market-leaders/index.md) by [Legal Technology Insider](https://legaltechnology.com/) Legal Technology Insider article on the Vals AI legal research benchmark report, noting which major vendors did not take part. Intermediate learning_resource blog UK en - ### [MoleculeNet](/evaluation/benchmarks-and-leaderboards/moleculenet/index.md) by [Zhenqin Wu et al. (Stanford University)](https://www.stanford.edu) arXiv paper (2017) "MoleculeNet: A Benchmark for Molecular Machine Learning", introducing the MoleculeNet benchmark datasets for molecular property prediction. Advanced learning_resource paper US / International en - ### [FinanceBench: A New Benchmark for Financial Question Answering](/evaluation/benchmarks-and-leaderboards/financebench-paper-arxiv-2311-11944/index.md) by [Pranab Islam et al. (Stanford University)](https://www.stanford.edu) arXiv paper (2023) introducing FinanceBench, a benchmark for financial question answering over company filings. Expert learning_resource paper US en - ### [FrontierMath paper](/evaluation/benchmarks-and-leaderboards/frontiermath-paper/index.md) by [Elliot Glazer et al. (Rutgers, The State University of New Jersey)](https://www.rutgers.edu/) arXiv paper (2024) introducing FrontierMath, a benchmark of unpublished advanced mathematics problems. Expert learning_resource paper US en - ### [Medical VLM contamination audit](/evaluation/benchmarks-and-leaderboards/medical-vlm-contamination-audit/index.md) by [Bruce Changlong Xu et al. (Stanford University)](https://www.stanford.edu) arXiv paper (2026) auditing pretraining contamination of public medical vision-language benchmarks. Expert learning_resource paper unstated en - ### [When Rubrics Fail](/evaluation/benchmarks-and-leaderboards/when-rubrics-fail-medical-eval-hallucination/index.md) by [Griffin Farrow et al. (University of Oxford)](https://www.ox.ac.uk/) arXiv PDF (2026) "When Rubrics Fail", a critique of rubric-based evaluation in medical LLM benchmarks. Expert learning_resource paper unstated en [Previous page](/tags/science-domain-evals/index.md) [Plain-text Markdown copy](/tags/science-domain-evals/page/2/index.md)