Text Question Answering on NQ (Accuracy)
80.8AccuracyText
Evaluation Results
| Method | Links | |
|---|---|---|
| TextICR=1×, ECR=1.0×2026.05 | 80.8 | |
| BGE-M3ICR=5×, ECR=4.5×2026.05 | 76.5 | |
| LensVLMICR=5×, ECR=4.3×2026.05 | 76.1 | |
| LensVLMICR=10×, ECR=7.4×2026.05 | 75.1 | |
| Jina-v4ICR=5×, ECR=4.5×2026.05 | 74.8 | |
| Qwen3-EmbICR=5×, ECR=4.5×2026.05 | 73.7 | |
| BM25ICR=5×, ECR=4.5×2026.05 | 73 | |
| BGE-M3ICR=10×, ECR=8.3×2026.05 | 72.2 | |
| Jina-v4-MMICR=10×, ECR=8.3×2026.05 | 72 | |
| LensVLMICR=15×, ECR=10.1×2026.05 | 71.2 | |
| Jina-v4-MMICR=15×, ECR=11.9×2026.05 | 71 | |
| Jina-v4ICR=10×, ECR=8.3×2026.05 | 70 | |
| BGE-M3ICR=15×, ECR=11.9×2026.05 | 69.7 | |
| Jina-v4-MMICR=5×, ECR=4.6×2026.05 | 69.5 | |
| Qwen3-EmbICR=10×, ECR=8.3×2026.05 | 69.3 | |
| LensVLMSFTICR=5×, ECR=4.6×2026.05 | 68.4 | |
| LensVLMSFTICR=10×, ECR=8.1×2026.05 | 67.9 | |
| Jina-v4ICR=15×, ECR=11.9×2026.05 | 67.2 | |
| BM25ICR=10×, ECR=8.3×2026.05 | 66.8 | |
| Qwen3-EmbICR=15×, ECR=11.9×2026.05 | 66 | |
| BM25ICR=15×, ECR=11.9×2026.05 | 65.8 | |
| ColPaliICR=5×, ECR=4.7×2026.05 | 64.5 | |
| ColPaliICR=10×, ECR=8.3×2026.05 | 63 | |
| LLMLingua-2ICR=5×, ECR=5.5×2026.05 | 62.2 | |
| LensVLMSFTICR=15×, ECR=10.7×2026.05 | 61.6 | |
| ColPaliICR=15×, ECR=11.9×2026.05 | 58 | |
| GlyphICR=5×, ECR=4.5×2026.05 | 57.5 | |
| Base + ExpandICR=5×, ECR=4.5×2026.05 | 55.5 | |
| LLMLingua-2ICR=10×, ECR=11.3×2026.05 | 55 | |
| Base + ExpandICR=10×, ECR=8.0×2026.05 | 52.5 | |
| GlyphICR=15×, ECR=10.8×2026.05 | 50 | |
| LLMLingua-2ICR=15×, ECR=15.7×2026.05 | 49.2 | |
| Base + ExpandICR=15×, ECR=11.0×2026.05 | 49 | |
| GlyphICR=10×, ECR=8.6×2026.05 | 47.5 | |
| Comp. ImageICR=5×, ECR=5×2026.05 | 42.5 | |
| Comp. ImageICR=15×, ECR=15×2026.05 | 34 | |
| Comp. ImageICR=10×, ECR=10×2026.05 | 33 |