---
id: "/evaluation-benchmarks/science-domain-evals/"
title: "science & domain evals: 45 curated resources"
url: "https://skillissue.dev/evaluation-benchmarks/science-domain-evals/"
---

# science & domain evals: 45 curated resources

science & domain evals

[Beginner](/evaluation-benchmarks/beginner/index.md) [Intermediate](/evaluation-benchmarks/intermediate/index.md) [Advanced](/evaluation-benchmarks/advanced/index.md) [Expert](/evaluation-benchmarks/expert/index.md)

45 resources · page 1 of 2

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### [ARC-AGI leaderboard](/evaluation/benchmarks-and-leaderboards/arc-agi-leaderboard/index.md)

by [ARC Prize Foundation](https://arcprize.org/)

ARC Prize leaderboard: model scores on ARC-AGI abstraction benchmarks plotted against cost per task.

entity leaderboard West en 

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### [BEIR](/evaluation/benchmarks-and-leaderboards/beir/index.md)

by [BEIR Cellar](https://github.com/beir-cellar)

BEIR GitHub repo: heterogeneous information-retrieval benchmark of many datasets for zero-shot evaluation of retrievers.

entity benchmark Germany / UK en 

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### [CAMEO](/evaluation/benchmarks-and-leaderboards/cameo/index.md)

by [CAMEO (SIB Swiss Institute of Bioinformatics)](https://www.cameo3d.org/)

CAMEO platform: weekly automated, blind benchmarking of protein structure prediction servers against newly released structures.

entity benchmark Switzerland / International en 

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### [CASP Prediction Center](/evaluation/benchmarks-and-leaderboards/casp-protein-structure-prediction/index.md)

by [Protein Structure Prediction Center (UC Davis)](https://predictioncenter.org/)

CASP Prediction Center: blind community assessment of protein structure prediction methods.

entity leaderboard West en 

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### [CASP17](/evaluation/benchmarks-and-leaderboards/casp17/index.md)

by [Protein Structure Prediction Center (UC Davis)](https://predictioncenter.org/)

CASP17 site: the 2026 round of the Critical Assessment of protein Structure Prediction, with targets and assessment results.

entity community US (UC Davis, NIH-funded) en 

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### [DREAM Challenges](/evaluation/benchmarks-and-leaderboards/dream-challenges/index.md)

by [Sage Bionetworks (DREAM Challenges)](https://sagebionetworks.org/)

Sage Bionetworks page for DREAM Challenges: community biomedical challenges with held-out data and evaluation protocols.

entity benchmark International en 

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### [HealthBench Professional: Benchmark review (Epoch AI)](/evaluation/benchmarks-and-leaderboards/epoch-ai-healthbench-professional-review/index.md)

by [Epoch AI](https://epoch.ai/)

Epoch AI review of HealthBench Professional, auditing sampled tasks for errors and assessing the benchmark's reliability.

entity benchmark US (non-profit) en 

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### [FinanceBench](/evaluation/benchmarks-and-leaderboards/financebench/index.md)

by [patronus-ai](https://github.com/patronus-ai)

FinanceBench GitHub repo from Patronus AI: open-book financial question answering over public company filings.

entity benchmark US (Patronus AI) en 

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### [FinanceBench (Patronus AI)](/evaluation/benchmarks-and-leaderboards/financebench-patronus-ai/index.md)

by [Patronus AI](https://www.patronus.ai/)

Patronus AI announcement of FinanceBench, question answering over public financial filings to measure LLM failures.

entity benchmark US en 

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### [FrontierMath](/evaluation/benchmarks-and-leaderboards/frontiermath/index.md)

by [Epoch AI](https://epoch.ai/)

Epoch AI FrontierMath: benchmark of unpublished expert-level mathematics problems in tiers, with model results.

entity leaderboard West en 

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### [GPQA](/evaluation/benchmarks-and-leaderboards/gpqa/index.md)

by [I. David Rein](https://idavidrein.com)

GPQA GitHub repo: graduate-level, Google-proof science questions with baselines for evaluating expert reasoning.

entity benchmark US en 

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### [GSM8K](/evaluation/benchmarks-and-leaderboards/gsm8k/index.md)

by [OpenAI](https://openai.com/)

GSM8K GitHub repo from OpenAI: grade-school math word problems with solutions and evaluation code; archived.

entity benchmark US en 

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### [GuacaMol](/evaluation/benchmarks-and-leaderboards/guacamol/index.md)

by [BenevolentAI](https://github.com/BenevolentAI)

BenevolentAI GuacaMol GitHub repo: benchmarks for generative chemistry models.

entity repo UK en 

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### [LAB-Bench](/evaluation/benchmarks-and-leaderboards/lab-bench-github/index.md)

by [FutureHouse](https://futurehouse.org)

LAB-Bench GitHub repo from FutureHouse: practical biology-research tasks such as literature, sequence and protocol questions.

entity benchmark US (FutureHouse) en 

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### [LegalBench](/evaluation/benchmarks-and-leaderboards/legalbench/index.md)

by [Hazy Research (Stanford University)](https://hazyresearch.stanford.edu/)

LegalBench site from Stanford: collaboratively built benchmark of legal-reasoning tasks for evaluating LLMs on US law.

entity benchmark US (Stanford) en 

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### [LiveMedBench](/evaluation/benchmarks-and-leaderboards/livemedbench/index.md)

by [alphaXiv](https://www.alphaxiv.org/)

LiveMedBench paper page: a continuously refreshed medical LLM benchmark built from real clinical cases with automated rubric scoring.

entity benchmark unstated en 

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### [Matbench](/evaluation/benchmarks-and-leaderboards/matbench/index.md)

by [Materials Project](https://www.materialsproject.org)

Materials Project Matbench GitHub repo: benchmark tasks for materials property prediction.

entity repo US / International en 

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### [Matbench Discovery](/evaluation/benchmarks-and-leaderboards/matbench-discovery/index.md)

by [Janosh Riebesell](https://janosh.dev)

Matbench Discovery GitHub repo: evaluation framework for ML models in materials stability discovery.

entity repo International en 

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### [MATH](/evaluation/benchmarks-and-leaderboards/math/index.md)

by [Dan Hendrycks](https://danhendrycks.com)

MATH dataset GitHub repo: competition mathematics problems with step-by-step solutions for evaluating reasoning.

entity benchmark US en 

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### [MathArena](/evaluation/benchmarks-and-leaderboards/matharena/index.md)

by [MathArena team (SRI Lab, ETH Zurich)](https://matharena.ai/)

MathArena: evaluation of LLMs on newly released math competitions and arXiv-derived problems to avoid contamination.

entity leaderboard Switzerland (ETH SRI) en 

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### [MedBench](/evaluation/benchmarks-and-leaderboards/medbench/index.md)

by [Shanghai AI Laboratory (OpenCompass)](https://opencompass.org.cn/)

OpenCompass MedBench portal: Chinese medical benchmark platform for evaluating LLMs on clinical knowledge and tasks.

entity benchmark China zh 

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### [MedHELM](/evaluation/benchmarks-and-leaderboards/medhelm/index.md)

by [Stanford CRFM](https://crfm.stanford.edu/)

Stanford CRFM MedHELM: evaluation of language models on clinician-defined medical tasks beyond exam-style questions.

entity benchmark US en 

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### [MedHELM (Stanford CRFM)](/evaluation/benchmarks-and-leaderboards/medhelm-stanford-crfm/index.md)

by [Stanford CRFM](https://crfm.stanford.edu/)

Latest MedHELM results page from Stanford CRFM, scoring language models on a taxonomy of real clinical tasks.

entity benchmark US (Stanford) en 

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### [MedMNIST](/evaluation/benchmarks-and-leaderboards/medmnist/index.md)

by [MedMNIST team (Shanghai Jiao Tong University)](https://medmnist.com/)

MedMNIST site: standardised 2D and 3D biomedical image classification datasets for lightweight benchmarking.

entity benchmark China / International en 

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### [MERA Industrial](/evaluation/benchmarks-and-leaderboards/mera-industrial/index.md)

by [AI Alliance Russia](https://a-ai.ru/)

MERA Industrial: benchmark of foundation models on industry-specific Russian-language tasks.

entity leaderboard Russia ru 

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### [MOSES](/evaluation/benchmarks-and-leaderboards/moses/index.md)

by [MOSES](https://github.com/molecularsets)

MOSES GitHub repo: benchmarking platform with metrics and baselines for molecular generation models.

entity repo Russia / International en 

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### [Open Catalyst Project](/evaluation/benchmarks-and-leaderboards/open-catalyst-project/index.md)

by [Meta FAIR Chemistry and Carnegie Mellon University (Open Catalyst Project)](https://opencatalystproject.org/)

Open Catalyst Project site: atomistic datasets, models and challenges for AI-based catalyst discovery.

entity benchmark US / International en 

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### [Open Graph Benchmark](/evaluation/benchmarks-and-leaderboards/open-graph-benchmark/index.md)

by [Open Graph Benchmark team (Stanford University)](https://ogb.stanford.edu/)

Open Graph Benchmark site from Stanford: graph datasets, data loaders and evaluators for graph machine learning.

entity benchmark US / International en 

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### [frontier-evals](/evaluation/benchmarks-and-leaderboards/openai-frontier-evals-paperbench-etc/index.md)

by [OpenAI](https://openai.com/)

OpenAI frontier-evals GitHub repo: code for evaluations such as PaperBench and SWE-Lancer.

entity leaderboard West en 

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### [PhysioNet Challenges](/evaluation/benchmarks-and-leaderboards/physionet-challenges/index.md)

by [PhysioNet (MIT Laboratory for Computational Physiology)](https://physionet.org/)

PhysioNet Challenges page: annual open challenges on clinical physiological-signal analysis with scoring methods and data.

entity benchmark US / International en 

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### [ProteinGym](/evaluation/benchmarks-and-leaderboards/proteingym/index.md)

by [Marks Lab (Harvard Medical School)](https://www.proteingym.org/)

ProteinGym: benchmark and leaderboard for predicting the effects of protein mutations.

entity leaderboard West en 

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### [Robot learning leaderboard (RoboArena)](/evaluation/benchmarks-and-leaderboards/robot-learning-leaderboard-roboarena/index.md)

by [RoboArena team (Pranav Atreya, Karl Pertsch et al.)](https://www.robot-learning.ml/)

Robot-learning.ml leaderboard site for evaluating robot learning policies.

entity leaderboard West 

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