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.
Benchmark data & downloads
Where to get, inspect and reuse the data behind this benchmark.
Benchmark dataset
The question/task data itself — download and evaluate locally
Benchmark metadata (JSON)
This page's benchmark record from the Open LLM Radar API
All model scores (JSON download)
Full score table as JSON; paginate with limit/offset params
Open LLM Radar API docs
Swagger UI to explore and reuse all radar API endpoints
Model scores 7 models tested
| # | 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 |