Aggregate Performance on ACE, Casie, AgNews, SST5, CB, R8 (test)
66.97ACE PerformanceUCPOF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UCPOFmodel=Qwen2.5-14B-Instruct2026.02 | 66.97 | 89.33 | 89.87 | 54.21 | 83.93 | 97.99 | 80.38 | |
| Full RAGmodel=Qwen2.5-14B-Instruct2026.02 | 65.44 | 89.47 | 91.5 | 54.12 | 82.14 | 97.94 | 80.1 | |
| baselinemodel=Qwen2.5-14B-Instruct2026.02 | 52.6 | 83.07 | 80.25 | 53.08 | 87.5 | 92.51 | 74.82 | |
| gold shotmodel=Qwen2.5-14B-Instruct2026.02 | 47.09 | 86.53 | 86.4 | 53.26 | 81.36 | 93.42 | 74.68 |