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Benchmarks
Online text classification on USPTO-50k, Symptom2Disease, and LawBench (test)
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16
USPTO Accuracy
ACE
11.84
12.92
14
15.08
Mar 30, 2026
USPTO Accuracy
S2D Accuracy
LawBench Accuracy
Average Accuracy (Acc)
Average Context Tokens (k)
Updated 18d ago
Evaluation Results
Method
Method
Links
USPTO Accuracy
S2D Accuracy
LawBench Accuracy
Average Accuracy (Acc)
Average Context Tokens (k)
ACE
Harness=ACE
2026.03
16
77.8
29
40.9
50.8
Few-Shot
Harness=Few-Shot, Numb...
2026.03
15
78.3
29
40.8
12.3
Few-Shot
Harness=Few-Shot, Numb...
2026.03
14
67.9
21
34.3
2
MCE
Harness=MCE
2026.03
14
83
23
40
28.5
Meta-Harness
Harness=Meta-Harness
2026.03
14
86.8
45
48.6
11.4
Few-Shot
Harness=Few-Shot, Numb...
2026.03
13
72.2
21
35.4
7.9
Zero-Shot
Harness=Zero-Shot
2026.03
12
63.2
7
27.4
0
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