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ResearchFormerly WizWand

Multimodal Retrieval on MT-FIQ

68.3Recall@5V-Retrver-7B
15.67629.3384356.662Jul 20, 2025Aug 22, 2025Sep 24, 2025Oct 28, 2025Nov 30, 2025Jan 2, 2026Feb 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
V-Retrver-7BZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0268.3
U-MARVEL+Reranker=true2025.0766.3
U-MARVELReranker=false2025.0765.7
LamRA-7BZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0263.9
LamRAReranker=true2025.0763.9
LamRA-RetReranker=false2025.0760.9
MM-Embed-7BZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0259
UniIR-CLIPZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0239.4
UniIR-CLIP_SFReranker=false2025.0739.4
MagicLens-LZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0222.6
MagicLens-LReranker=false2025.0722.6
E5-VZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0219.2
E5-VReranker=false2025.0719.2
CLIP-LZero-shot=true, Query format=(q_i + q_t) -> c_i2026.0217.7
CLIP-LReranker=false2025.0717.7