effort: max · safeguards: false · November 9 launch-table comparison; highest available effort unless explicitly noted. Preserve the benchmark track and model configuration; competitor figures are as reported by Anthropic. · Tools enabled
Anthropic ↗Best LLMs for scientific research in a terminal
Terminal-Bench-ScienceTests computational research workflows, helping you assess what analysis and execution you could delegate so you can focus on interpreting results. Native-agent and independent setups remain separate, and success does not establish a scientific discovery's validity.
| Model / creator | Version | Reported score |
|---|---|---|
| 0.1 / Claude Code / offline | 75.3% | |
| 0.1 / Claude Code / offline | 74.6% | |
| 0.1 / independent mini-swe-agent | 73.333% | |
| 0.1 / Claude Code / offline | 68.1% | |
| 0.1 / Claude Code / offline | 64.8% | |
| 0.1 / Claude Code / offline | 58.7% | |
| 0.1 / Claude Code / offline | 52.6% |
View all 12 published reports
effort: max · 70 tasks; 10 trials/task; Claude Code --bare; offline/cached resources; standard error ±4.3 points clustered by task. · Tools enabled
Anthropic ↗effort: max · 70 tasks; 10 trials/task; Claude Code --bare; offline/cached resources; standard error ±4.3 points clustered by task. · Tools enabled
Anthropic ↗effort: highest available · November 9 launch-table comparison; highest available effort unless explicitly noted. Preserve the benchmark track and model configuration; competitor figures are as reported by Anthropic. · Tools enabled
Anthropic ↗effort: highest available · November 9 launch-table comparison; highest available effort unless explicitly noted. Preserve the benchmark track and model configuration; competitor figures are as reported by Anthropic. · Tools enabled
Anthropic ↗effort: highest available · November 9 launch-table comparison; highest available effort unless explicitly noted. Preserve the benchmark track and model configuration; competitor figures are as reported by Anthropic. · Tools enabled
Anthropic ↗effort: highest available · November 9 launch-table comparison; highest available effort unless explicitly noted. Preserve the benchmark track and model configuration; competitor figures are as reported by Anthropic. · Tools enabled
Anthropic ↗effort: max · Claude Fable 5.2 (Max, Default Fallback); exact independent record; implementation per archived benchmarking methodology. · Tools enabled
effort: high · Claude Fable 5.2 (High, Default Fallback); exact independent record; implementation per archived benchmarking methodology. · Tools enabled
effort: xhigh · Claude Fable 5.2 (Xhigh, Default Fallback); exact independent record; implementation per archived benchmarking methodology. · Tools enabled
effort: medium · Claude Fable 5.2 (Medium, Default Fallback); exact independent record; implementation per archived benchmarking methodology. · Tools enabled
effort: low · Claude Fable 5.2 (Low, Default Fallback); exact independent record; implementation per archived benchmarking methodology. · Tools enabled
