Retrieval on NASA-EO-Bench (test)
0.4275Recall@10NN-SSC + BM25 (Hybrid)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| NN-SSC + BM25 (Hybrid)backbone=frozen, head=MLP, hybrid=BM252026.07 | 0.4275 | 0.553 | 0.8023 | 0.2495 | 0.2918 | 0.2915 | 0.2517 | 0.204 | |
| Cosine (fine-tuned) + BM25 (Hybrid) + R2adaptation=fine-tuned, hybrid=BM25, reranking=R22026.07 | 0.371 | 0.4735 | 0.7125 | 0.2183 | 0.254 | 0.3367 | 0.2966 | 0.2498 | |
| Cosine (fine-tuned) + BM25 (Hybrid)adaptation=fine-tuned, hybrid=BM252026.07 | 0.3692 | 0.4725 | 0.7091 | 0.217 | 0.2522 | 0.3362 | 0.2962 | 0.2492 | |
| Cosine (fine-tuned)adaptation=fine-tuned2026.07 | 0.3632 | 0.4591 | 0.6962 | 0.2117 | 0.2423 | 0.3033 | 0.2678 | 0.2279 | |
| NN-SSCbackbone=frozen, head=MLP2026.07 | 0.3614 | 0.4912 | 0.77 | 0.2182 | 0.248 | 0.18 | 0.1588 | 0.1359 | |
| BM252026.07 | 0.1083 | 0.1529 | 0.3026 | 0.0643 | 0.0805 | 0.1848 | 0.167 | 0.1431 | |
| Cosine (base)adaptation=none2026.07 | 0.0755 | 0.1147 | 0.2629 | 0.0402 | 0.0538 | 0.1406 | 0.1285 | 0.114 |