Online text classification on USPTO-50k, Symptom2Disease, and LawBench (test)
16USPTO AccuracyACE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ACEHarness=ACE2026.03 | 16 | 77.8 | 29 | 40.9 | 50.8 | |
| Few-ShotHarness=Few-Shot, Number of few-shot examples=all2026.03 | 15 | 78.3 | 29 | 40.8 | 12.3 | |
| Few-ShotHarness=Few-Shot, Number of few-shot examples=82026.03 | 14 | 67.9 | 21 | 34.3 | 2 | |
| MCEHarness=MCE2026.03 | 14 | 83 | 23 | 40 | 28.5 | |
| Meta-HarnessHarness=Meta-Harness2026.03 | 14 | 86.8 | 45 | 48.6 | 11.4 | |
| Few-ShotHarness=Few-Shot, Number of few-shot examples=322026.03 | 13 | 72.2 | 21 | 35.4 | 7.9 | |
| Zero-ShotHarness=Zero-Shot2026.03 | 12 | 63.2 | 7 | 27.4 | 0 |