Text Classification on Citations (full)
64.6AccuracyRLIE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RLIEBackbone=DeepSeek-V3.22025.10 | 64.6 | 63 | |
| Zero-shotBackbone=DeepSeek-V3.22025.10 | 62.5 | 50 | |
| RLIEBackbone=Qwen3-235B2025.10 | 61.5 | 60.6 | |
| Few-shot (ICL)Backbone=DeepSeek-V3.22025.10 | 60.4 | 49.8 | |
| RLIEBackbone=Qwen3-Next-80B2025.10 | 56.3 | 55 | |
| IO RefinementBackbone=DeepSeek-V3.22025.10 | 54.2 | 51 | |
| HypoGeniCBackbone=DeepSeek-V3.22025.10 | 46.9 | 49.3 | |
| Zero-shot GenBackbone=DeepSeek-V3.22025.10 | 46.1 | 47.7 |