Atlas

Benchmarks

Science's Last Exam: Protocol Planning

Sciences Last Exam

Whether an agent understands how operations alter experimental states and can plan reasonable next steps, scored as mean task reward × 100 over 40 tasks.

Models
6
Top score
58.0
Leader
GLM-5.3 Flash
Updated
Nov 4, 2026
Resolution
—
Saturation
—

No signal or difficulty estimate. Too few models have been measured on this benchmark to estimate its difficulty.

6 dated models · 3 frontier modelsClosed weightsOpen weights
Data: AItonomyatlas.village.dev
#ModelSettingScoreSource
1GLM-5.3 Flashhigh · Science's Last Exam; Claude Code with web search and fetch off; DiscoveryRSI for Hypothesis Discovery
58.0
2Kimi K3.1 Pronot reported · Science's Last Exam; Claude Code with web search and fetch off; DiscoveryRSI for Hypothesis Discovery
58.0
3Claude Opus 5high · Science's Last Exam; Claude Code with web search and fetch off; DiscoveryRSI for Hypothesis Discovery
55.0
4GPT-6.1 Solmedium · Science's Last Exam; Codex with web search and fetch off; DiscoveryRSI for Hypothesis Discovery
51.0
5MiMo-V2.6-Pronot reported · Science's Last Exam; Claude Code with web search and fetch off; DiscoveryRSI for Hypothesis Discovery
49.0
6MiniMax M3high · Science's Last Exam; Claude Code with web search and fetch off; DiscoveryRSI for Hypothesis Discovery
43.0
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