Classification on Classification Suite (AGNews, DBPedia, HateSpeech18, MR, SST-2, SST-5, Subj, TREC)
88.08AGNews AccuracyICL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ICLModel=Qwen-2.5-72B2026.05 | 88.08 | 95.64 | 82.8 | 93.88 | 96.44 | 46.12 | 95.8 | 75.44 | 84.25 | |
| ICLModel=Qwen-2.5-7B2026.05 | 83.24 | 83.48 | 80.6 | 92.88 | 95 | 46.6 | 76 | 87.04 | 80.6 | |
| Transferred LTVModel Transfer=72B → 7B2026.05 | 83.24 | 92.68 | 76.48 | 91.36 | 92.36 | 42.48 | 90.24 | 71.16 | 80 | |
| LTVModel=Qwen-2.5-72B2026.05 | 81.4 | 88.92 | 77.2 | 91.48 | 94.36 | 37.16 | 91.92 | 77.24 | 79.96 | |
| LTVModel=Qwen-2.5-7B2026.05 | 78.48 | 77.24 | 72.28 | 87.56 | 89 | 33.16 | 66.52 | 84.32 | 73.57 | |
| Zero-shotModel=Qwen-2.5-7B2026.05 | 74.2 | 73.2 | 61.2 | 62.2 | 55.4 | 20 | 56.8 | 67.2 | 58.78 | |
| Zero-shotModel=Qwen-2.5-72B2026.05 | 72 | 68 | 70.4 | 92 | 90.6 | 36 | 53 | 73 | 69.38 |