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Benchmarks
Biological Reasoning on BioReason KEGG
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95.86
Accuracy
Coverage (Upper Bound)
80.0832
84.1791
88.275
92.3709
Mar 9, 2026
Accuracy
Weighted F1 Score
Updated 2mo ago
Evaluation Results
Method
Method
Links
Accuracy
Weighted F1 Score
Coverage (Upper Bound)
Type=Upper Bound
2026.03
95.86
97.43
BoN w/ CellProfiler (100k)
Inference Strategy=Bes...
2026.03
84.48
88.89
BoN w/ ESM(100k)
Inference Strategy=Bes...
2026.03
84.14
89.08
BoN w/ Full Set (Multi-Label)
Inference Strategy=Bes...
2026.03
83.45
87.4
Majority Voting
Inference Strategy=Maj...
2026.03
82.76
87.23
Greedy Decoding
Inference Strategy=Greedy
2026.03
80.69
87.41
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