Reranking on Amazon Books (HR, nDCG, Tau, Rho)
56.26HR@5LFT
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LFTModel=Mistral-7B2026.04 | 56.26 | 73.96 | 40.49 | 46.23 | 74.07 | 87.5 | 76.02 | |
| InvariRankModel=Mistral-7B2026.04 | 52.16 | 69.93 | 35.91 | 41.66 | 98.46 | 99.79 | 98.43 | |
| LFTModel=LLaMA-3B2026.04 | 48.06 | 70.96 | 33.64 | 41.08 | 77.58 | 90.2 | 79.54 | |
| InvariRankModel=LLaMA-3B2026.04 | 47.2 | 68.33 | 31.84 | 38.71 | 98.34 | 99.77 | 98.05 | |
| STELLAModel=LLaMA-3B2026.04 | 23.09 | 43.13 | 14.1 | 20.48 | 3.28 | 4.76 | 20.84 | |
| STELLAModel=Mistral-7B2026.04 | 22.43 | 42.43 | 14.28 | 20.7 | 3.32 | 4.75 | 25.1 | |
| BootstrappingModel=Mistral-7B2026.04 | 19.36 | 36.16 | 12.36 | 17.71 | 70.18 | 85.45 | 66 | |
| SGSModel=Mistral-7B2026.04 | 18.63 | 36.66 | 11.84 | 17.58 | 74.32 | 87.86 | 71.98 | |
| Zero-shotModel=Mistral-7B2026.04 | 17.5 | 35.13 | 11.27 | 16.88 | 55.23 | 69.44 | 61.67 | |
| BootstrappingModel=LLaMA-3B2026.04 | 16.83 | 36.23 | 10.51 | 16.69 | 72.79 | 86.85 | 67.48 | |
| Zero-shotModel=LLaMA-3B2026.04 | 14.26 | 34.83 | 8.86 | 15.4 | 59.84 | 71.41 | 68.28 | |
| SGSModel=LLaMA-3B2026.04 | 12.7 | 34.9 | 8.08 | 15.15 | 80.81 | 91.06 | 80.84 |