Multimodal Information Retrieval on MultimodalQA (val)
20.53R@1Hybrid
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HybridStrategy=Implicit Vector Steering, Latency=3–6 ms2026.05 | 20.53 | 38.49 | 44.77 | 52.58 | |
| GRAILStrategy=Implicit Vector Steering, Latency=3–6 ms2026.05 | 17.74 | 33.49 | 39.87 | 47.45 | |
| Ans-AugmentedStrategy=Explicit Query Generation, Latency=1.2–1.8 s2026.05 | 16.54 | 33.24 | 39.96 | 48.86 | |
| Query OnlyStrategy=Baseline, Latency=2–5 ms2026.05 | 16.24 | 32.68 | 40.51 | 48.54 | |
| Closed-BookStrategy=Explicit Query Generation, Latency=0.6–1.0 s2026.05 | 13.78 | 26.89 | 34.65 | 42.69 | |
| IRCoTStrategy=Explicit Query Generation, Latency=1.1–1.6 s2026.05 | 13.42 | 24.87 | 30.18 | 36.21 | |
| AdditiveStrategy=Implicit Vector Steering, Latency=2–5 ms2026.05 | 11.57 | 25.89 | 32.11 | 39.82 |