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Benchmarks
Adverse Drug Event Detection on ADE Corpus V2
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94.5
F1 Score
Oracle
75.78
80.64
85.5
90.36
Apr 14, 2026
F1 Score
Accuracy
LLM Metric (%)
Updated 3mo ago
Evaluation Results
Method
Method
Links
F1 Score
Accuracy
LLM Metric (%)
Oracle
type=upper bound
2026.04
94.5
96.8
2
L2D-Clinical
2026.04
92.8
95.8
7
Fixed threshold
theta (θ)=0.95
2026.04
92.1
95.4
2.2
BioBERT
usage=only
2026.04
91.1
94.8
0
Random
deferral_rate=7%
2026.04
90.3
93.8
7
LLM
usage=only
2026.04
76.5
83.4
100
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