STEM & Reasoning Benchmark

BioMysteryBench

Biology research-agent benchmark (99-task initial release); per model card footnote evaluated with Claude Code harness, judged by Kimi-K3.

Category

STEM & Reasoning

Score type

percent

Scale

100%

higher is better

Models tested

7

What is BioMysteryBench?

BioMysteryBench is a benchmark for hard reasoning in science, technology, engineering and math. The official description says: "Biology research-agent benchmark (99-task initial release); per model card footnote evaluated with Claude Code harness, judged by Kimi-K3". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

BioMysteryBench measures hard reasoning in science, technology, engineering and math. In detail, it checks:

  • graduate- and expert-level questions in science and math
  • multi-step derivations where each step must be correct
  • problems written to defeat memorisation (novel or recent exam problems)
  • correct use of formulas, units and logical inference

How to read the score

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: Biology research-agent benchmark (99-task initial release); per model card footnote evaluated with Claude Code harness, judged by Kimi-K3.

Frequently asked questions

What is the BioMysteryBench benchmark?

BioMysteryBench is a benchmark for hard reasoning in science, technology, engineering and math. The official description says: 'Biology research-agent benchmark (99-task initial release); per model card footnote evaluated with Claude Code harness, judged by Kimi-K3'. Below we describe in simple words what benchmarks of this type generally examine.

What does BioMysteryBench test?

BioMysteryBench mainly measures hard reasoning in science, technology, engineering and math. Concretely, it checks: graduate- and expert-level questions in science and math; multi-step derivations where each step must be correct; problems written to defeat memorisation (novel or recent exam problems).

How is the BioMysteryBench score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get BioMysteryBench data and scores?

The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/biomysterybench/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 7 models tested

Reset
# Model Score Date Source Verified
1 Kimi K3.1 Pro
Moonshot AI
80.6%
07.11.2026 Report Verified
2 DeepSeek-V4.1-Flash-1017
DeepSeek
80%
07.11.2026 Kimi K3.1 Pro model card comparison column (max effort) https://huggingface.co/moonshotai/Kimi-K3.1-Pro Unverified
3 Hy4 preview
Tencent
71.3%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) Verified
4 GLM-5.3
Zhipu AI
69%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) (Tencent rerun) Verified
5 Kimi K3
Moonshot AI
61.3%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) (Tencent rerun) Verified
6 Qwen3.8-2.4T-A95B
Qwen
58.9%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) (Tencent rerun) Verified
7 Hy3
Tencent
54.9%
28.08.2026 Tencent Hy4 preview model card benchmark appendix (https://huggingface.co/tencent/Hy4-preview#benchmark-appendix) Verified

What now?

You've seen how models score on BioMysteryBench — here's what to do next.