Model stringlengths 20 72 | R@1 float64 56 93.9 | R@5 float64 71.1 97.2 | R@10 float64 76.9 97.4 | MRR@10 float64 62.6 95.4 | NDCG@10 float64 66 95.9 | R@5 Wikipedia float64 74.9 95.4 ⌀ | R@5 Geektime float64 67.2 91.5 ⌀ |
|---|---|---|---|---|---|---|---|
Fine-tuned e5-large, no filtering (ablation) | 80.7 | 92.2 | 95 | 85.9 | 88.1 | 93.2 | 91.1 |
Hybrid: BM25 + fine-tuned e5-large, no filtering | 83.3 | 93.4 | 95.5 | 87.6 | 89.5 | 95.2 | 91.5 |
BM25 (keyword search) | 73.1 | 86.8 | 89.8 | 79 | 81.7 | 91.2 | 82.2 |
multilingual-e5-base | 67.4 | 81.7 | 86.2 | 73.4 | 76.5 | 86.2 | 77 |
multilingual-e5-large | 72.4 | 87.8 | 91.2 | 79 | 82 | 90.8 | 84.6 |
Qwen3-Embedding-0.6B | 56 | 71.1 | 76.9 | 62.6 | 66 | 74.9 | 67.2 |
Fine-tuned e5-base (ours) | 67.3 | 82.8 | 86.5 | 74.1 | 77.1 | 87 | 78.6 |
Fine-tuned e5-large (ours) | 78.9 | 92 | 94.8 | 84.8 | 87.3 | 93.2 | 90.7 |
Hybrid: BM25 + e5-large (no training) | 80.4 | 92.1 | 95.1 | 85.5 | 87.8 | 94.7 | 89.4 |
Hybrid: BM25 + fine-tuned e5-large (ours) | 82.9 | 93.2 | 95.4 | 87.4 | 89.4 | 95.4 | 90.9 |
Hybrid (BM25 + e5-large, no training) | 80.4 | 92.1 | 95.1 | 85.5 | 87.8 | null | null |
Hybrid (BM25 + e5-large, no training) + bge-reranker-v2-m3 (no training) | 91.5 | 96.5 | 96.8 | 93.8 | 94.6 | null | null |
Hybrid (BM25 + e5-large, no training) + fine-tuned reranker (ours) | 93.8 | 96.6 | 96.8 | 95 | 95.5 | null | null |
Hybrid (BM25 + fine-tuned e5-large) | 83.3 | 93.4 | 95.5 | 87.6 | 89.5 | null | null |
Hybrid (BM25 + fine-tuned e5-large) + bge-reranker-v2-m3 (no training) | 91.7 | 97.2 | 97.4 | 94.1 | 95 | null | null |
Hybrid (BM25 + fine-tuned e5-large) + fine-tuned reranker (ours) | 93.9 | 97.2 | 97.4 | 95.4 | 95.9 | null | null |
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