# Science benchmarks

AI Benchmark Index catalogs 24 science with source-linked metadata.

24 benchmarks. Also on the [web page](https://aibenchmarkindex.com/category/science).

## Benchmarks

1. [GEO-Bench](https://aibenchmarkindex.com/global/online/geo-bench.md), Science, Online: Compares pretrained models on a standardized suite of geospatial Earth-monitoring classification and segmentation datasets.
2. [GPQA](https://aibenchmarkindex.com/global/online/gpqa.md), Science, Online: Tests expert-level reasoning on graduate biology, physics, and chemistry questions designed to resist web search.
3. [LIBERO](https://aibenchmarkindex.com/global/online/libero.md), Science, Online: Measures knowledge transfer in lifelong robot learning across manipulation task suites with controlled distribution shifts.
4. [ManiSkill](https://aibenchmarkindex.com/global/online/maniskill.md), Science, Online: Measures generalizable robotic manipulation policies in scalable simulated environments.
5. [Matbench](https://aibenchmarkindex.com/global/online/matbench.md), Science, Online: Evaluates machine-learning models on 13 curated materials-property prediction tasks.
6. [Matbench Discovery](https://aibenchmarkindex.com/global/online/matbench-discovery.md), Science, Online: Compares the accuracy, robustness, and computational cost of models used for atomistic and materials-discovery tasks.
7. [MedMCQA](https://aibenchmarkindex.com/global/online/medmcqa.md), Science, Online: Evaluates medical multiple-choice reasoning on questions drawn from Indian medical entrance examinations.
8. [MedQA](https://aibenchmarkindex.com/global/online/medqa.md), Science, Online: Evaluates medical knowledge and reasoning with multiple-choice questions from professional medical licensing exams.
9. [Meta-World](https://aibenchmarkindex.com/global/online/meta-world.md), Science, Online: Measures multi-task and meta-reinforcement learning across robotic manipulation tasks and goal variations.
10. [MMLU Medical Subjects](https://aibenchmarkindex.com/global/online/mmlu-medical-subjects.md), Science, Online: Evaluates factual knowledge and problem solving across the medical and biomedical subject sets in MMLU.
11. [Mol-Instructions](https://aibenchmarkindex.com/global/online/mol-instructions.md), Science, Online: Evaluates instruction-following across molecule description, property prediction, reaction, and biomolecular tasks.
12. [OlympiadBench](https://aibenchmarkindex.com/global/online/olympiadbench.md), Science, Online: Tests bilingual, multimodal problem solving on olympiad-level mathematics and physics questions.
13. [Procgen Benchmark](https://aibenchmarkindex.com/global/online/procgen-benchmark.md), Science, Online: Measures sample efficiency and generalization in reinforcement learning across procedurally generated game environments.
14. [RLBench](https://aibenchmarkindex.com/global/online/rlbench.md), Science, Online: Measures robot learning across vision-guided manipulation tasks in a simulated environment.
15. [robomimic](https://aibenchmarkindex.com/global/online/robomimic.md), Science, Online: Measures robot policies learned from offline human demonstrations across standardized datasets and tasks.
16. [robosuite](https://aibenchmarkindex.com/global/online/robosuite.md), Science, Online: Provides standardized simulated robot manipulation environments for evaluating learning methods.
17. [ScienceWorld](https://aibenchmarkindex.com/global/online/scienceworld.md), Science, Online: Measures text-based agents on tasks grounded in an elementary science curriculum.
18. [SciFact](https://aibenchmarkindex.com/global/online/scifact.md), Science, Online: Tests retrieval of scientific evidence and classification of research claims as supported or refuted.
19. [Vendi Score](https://aibenchmarkindex.com/global/online/vendi-score.md), Science, Online: Measures diversity in a collection from pairwise similarities using the effective rank of a similarity matrix.
20. [AI2 Reasoning Challenge](https://aibenchmarkindex.com/global/online/ai2-reasoning-challenge.md), Science, Online: Tests grade-school science reasoning with natural multiple-choice questions split into easy and challenge sets.
21. [Benchmark Ranking Stability](https://aibenchmarkindex.com/global/online/benchmark-ranking-stability.md), Science, Online: Measures how much model rankings change across random seeds and prompt variants.
22. [MultiMedQA](https://aibenchmarkindex.com/global/online/multimedqa.md), Science, Online: Evaluates medical question answering across seven datasets spanning professional exams, research, and consumer health queries.
23. [PubMedQA](https://aibenchmarkindex.com/global/online/pubmedqa.md), Science, Online: Evaluates biomedical research question answering from PubMed abstracts, including an expert-annotated test set.
24. [SciBench](https://aibenchmarkindex.com/global/online/scibench.md), Science, Online: Evaluates college-level scientific reasoning, domain knowledge, and calculation on textbook problems.

## Science by city

- [Online, Global](https://aibenchmarkindex.com/global/online/category/science.md): 24 benchmarks

## Related categories

- [Multimodal](https://aibenchmarkindex.com/category/multimodal.md): 51 benchmarks
- [Reasoning](https://aibenchmarkindex.com/category/reasoning.md): 50 benchmarks
- [Agents](https://aibenchmarkindex.com/category/agents.md): 31 benchmarks
- [Safety](https://aibenchmarkindex.com/category/safety.md): 25 benchmarks
- [Coding](https://aibenchmarkindex.com/category/coding.md): 17 benchmarks
- [Retrieval](https://aibenchmarkindex.com/category/retrieval.md): 17 benchmarks
- [Memory](https://aibenchmarkindex.com/category/memory.md): 10 benchmarks
- [Browser](https://aibenchmarkindex.com/category/browser.md): 7 benchmarks
- [Voice](https://aibenchmarkindex.com/category/voice.md): 7 benchmarks
- [Math](https://aibenchmarkindex.com/category/math.md): 6 benchmarks
- [Other](https://aibenchmarkindex.com/category/other.md): 6 benchmarks
- [Tools](https://aibenchmarkindex.com/category/tools.md): 6 benchmarks
- [Commerce](https://aibenchmarkindex.com/category/commerce.md): 4 benchmarks
- [Long-horizon](https://aibenchmarkindex.com/category/long-horizon.md): 3 benchmarks

> **Check before you compare.** Benchmark methods and leaderboards change. Follow the cited primary source before using a result in a decision.
