Contribution and Evidence Generation on DeepSeek-V4-Pro generated SFT targets
0.977Entity FidelityPrism-Reranker-0.8B
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Prism-Reranker-0.8BParameters=0.8B2026.04 | 0.977 | 0.814 | 0.995 | 3.6 | 3.5 | 3.44 | 3.31 | 3.11 | 4.98 | |
| Prism-Reranker-4BParameters=4B2026.04 | 0.975 | 0.834 | 0.997 | 3.85 | 3.8 | 3.71 | 3.56 | 3.31 | 4.99 | |
| Prism-Reranker-4B-expParameters=4B, Variant=Extension2026.04 | 0.975 | 0.851 | 0.996 | 3.75 | 3.66 | 3.55 | 3.35 | 3.29 | 4.94 | |
| Prism-Reranker-9BParameters=9B2026.04 | 0.972 | 0.845 | 0.999 | 3.88 | 3.82 | 3.7 | 3.57 | 3.33 | 4.95 | |
| Prism-Reranker-2BParameters=2B2026.04 | 0.968 | 0.828 | 0.996 | 3.75 | 3.65 | 3.63 | 3.43 | 3.17 | 4.93 | |
| DeepSeek-V4-FlashRelevance gate=None, Task limitation=Emit only contribution and evidence2026.04 | 0.914 | — | — | 3.93 | 3.9 | 3.76 | 3.72 | 3.57 | 4.92 |