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Scientific Coding on ScienceAgentBench deterministic-eval 2024
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47.4
Pass Rate
Deep negative knowledge retry
30.968
35.234
39.5
43.766
Jun 19, 2026
Pass Rate
Memory Usage (tokens)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Pass Rate
Memory Usage (tokens)
Deep negative knowledge retry
Backbone=Claude Sonnet...
2026.06
47.4
795
Self-debug
Backbone=Claude Sonnet...
2026.06
44.7
1,109
Negative knowledge retry
Backbone=Claude Sonnet...
2026.06
36.8
296
Base
Backbone=Claude Sonnet...
2026.06
31.6
-
Retry
Backbone=Claude Sonnet...
2026.06
31.6
-
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