Retrieval on Amazon ESCI us (test)
7.22Recall@5CaLIR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CaLIRModel Category=Generative Retrieval2026.06 | 7.22 | 11.75 | 36.15 | 10.75 | 18.14 | |
| BGE-m3Model Category=Dense Retrieval2026.06 | 6.59 | 9.82 | 32.29 | 9.91 | 16.77 | |
| CAT-ID2Model Category=Generative Retrieval2026.06 | 6.11 | 8.89 | 29.03 | 8.96 | 14.53 | |
| MERGEModel Category=Generative Retrieval2026.06 | 5.68 | 9.26 | 29.74 | 9.05 | 15.17 | |
| DPRModel Category=Dense Retrieval2026.06 | 5.54 | 8.93 | 29.3 | 8.17 | 15.55 | |
| RIPORModel Category=Generative Retrieval2026.06 | 5.05 | 8.35 | 26.8 | 7.92 | 13.75 | |
| TIGERModel Category=Generative Retrieval2026.06 | 4.79 | 7.84 | 25.98 | 7.24 | 12.68 | |
| Sentence-T5Model Category=Dense Retrieval2026.06 | 4.63 | 6.97 | 24.59 | 6.84 | 11.58 | |
| BM25Model Category=Sparse Retrieval2026.06 | 4.02 | 5.84 | 14.08 | 5.64 | 8.11 | |
| DSIsemanticModel Category=Generative Retrieval2026.06 | 3.74 | 6.02 | 20.69 | 6.24 | 10.6 | |
| Hi-GenModel Category=Generative Retrieval2026.06 | 3.13 | 4.97 | 15.91 | 5.25 | 8.55 | |
| LTRGRModel Category=Generative Retrieval2026.06 | 2.88 | 4.71 | 13.7 | 4.48 | 7.82 | |
| MPNetModel Category=Dense Retrieval2026.06 | 2.76 | 4.58 | 15.3 | 4.12 | 9.83 | |
| DSInaiveModel Category=Generative Retrieval2026.06 | 0.42 | 1.74 | 2.03 | 0.32 | 0.99 |