Science Domain Evals
45 resources · page 1 of 2
ARC-AGI leaderboard
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ARC Prize leaderboard: model scores on ARC-AGI abstraction benchmarks plotted against cost per task.
BEIR
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BEIR GitHub repo: heterogeneous information-retrieval benchmark of many datasets for zero-shot evaluation of retrievers.
CAMEO
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CAMEO platform: weekly automated, blind benchmarking of protein structure prediction servers against newly released structures.
CASP Prediction Center
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CASP Prediction Center: blind community assessment of protein structure prediction methods.
CASP17
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CASP17 site: the 2026 round of the Critical Assessment of protein Structure Prediction, with targets and assessment results.
DREAM Challenges
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Sage Bionetworks page for DREAM Challenges: community biomedical challenges with held-out data and evaluation protocols.
HealthBench Professional: Benchmark review (Epoch AI)
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Epoch AI review of HealthBench Professional, auditing sampled tasks for errors and assessing the benchmark's reliability.
FinanceBench
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FinanceBench GitHub repo from Patronus AI: open-book financial question answering over public company filings.
FinanceBench (Patronus AI)
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Patronus AI announcement of FinanceBench, question answering over public financial filings to measure LLM failures.
FrontierMath
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Epoch AI FrontierMath: benchmark of unpublished expert-level mathematics problems in tiers, with model results.
GPQA
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GPQA GitHub repo: graduate-level, Google-proof science questions with baselines for evaluating expert reasoning.
GSM8K
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GSM8K GitHub repo from OpenAI: grade-school math word problems with solutions and evaluation code; archived.
GuacaMol
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BenevolentAI GuacaMol GitHub repo: benchmarks for generative chemistry models.
LAB-Bench
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LAB-Bench GitHub repo from FutureHouse: practical biology-research tasks such as literature, sequence and protocol questions.
LegalBench
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LegalBench site from Stanford: collaboratively built benchmark of legal-reasoning tasks for evaluating LLMs on US law.
LiveMedBench
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LiveMedBench paper page: a continuously refreshed medical LLM benchmark built from real clinical cases with automated rubric scoring.
Matbench
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Materials Project Matbench GitHub repo: benchmark tasks for materials property prediction.
Matbench Discovery
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Matbench Discovery GitHub repo: evaluation framework for ML models in materials stability discovery.
MATH
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MATH dataset GitHub repo: competition mathematics problems with step-by-step solutions for evaluating reasoning.
MathArena
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MathArena: evaluation of LLMs on newly released math competitions and arXiv-derived problems to avoid contamination.
MedBench
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OpenCompass MedBench portal: Chinese medical benchmark platform for evaluating LLMs on clinical knowledge and tasks.
MedHELM
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Stanford CRFM MedHELM: evaluation of language models on clinician-defined medical tasks beyond exam-style questions.
MedHELM (Stanford CRFM)
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Latest MedHELM results page from Stanford CRFM, scoring language models on a taxonomy of real clinical tasks.
MedMNIST
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MedMNIST site: standardised 2D and 3D biomedical image classification datasets for lightweight benchmarking.
MERA Industrial
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MERA Industrial: benchmark of foundation models on industry-specific Russian-language tasks.
MOSES
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MOSES GitHub repo: benchmarking platform with metrics and baselines for molecular generation models.
Open Catalyst Project
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Open Catalyst Project site: atomistic datasets, models and challenges for AI-based catalyst discovery.
Open Graph Benchmark
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Open Graph Benchmark site from Stanford: graph datasets, data loaders and evaluators for graph machine learning.
frontier-evals
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OpenAI frontier-evals GitHub repo: code for evaluations such as PaperBench and SWE-Lancer.
PhysioNet Challenges
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PhysioNet Challenges page: annual open challenges on clinical physiological-signal analysis with scoring methods and data.
ProteinGym
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ProteinGym: benchmark and leaderboard for predicting the effects of protein mutations.
Robot learning leaderboard (RoboArena)
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Robot-learning.ml leaderboard site for evaluating robot learning policies.