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Benchmarks
Text-to-Image Retrieval on VisualNews (VN) (test)
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43.5
Recall@5
ELVA-7B (Ours)
7.932
17.166
26.4
35.634
Jun 18, 2026
Recall@5
Updated 1mo ago
Evaluation Results
Method
Method
Links
Recall@5
ELVA-7B (Ours)
Supervision Type=Super...
2026.06
43.5
CLIP-L
Supervision Type=Zero-...
2026.06
43.3
UniIR-CLIP_SF
Supervision Type=Super...
2026.06
42.6
Vision-R1-7B
Supervision Type=Super...
2026.06
41.9
LamRA-Ret-7B
Supervision Type=Super...
2026.06
41.6
MM-Embed-7B
Supervision Type=Super...
2026.06
41
VLM-R1-7B
Supervision Type=Super...
2026.06
40.5
Qwen2.5-VL-7B
Supervision Type=Zero-...
2026.06
40.2
PUMA-3B
Supervision Type=Super...
2026.06
35.7
ELVA-2B (Ours)
Supervision Type=Super...
2026.06
35.6
LamRA-Ret-2B
Supervision Type=Super...
2026.06
30.8
SigLIP
Supervision Type=Zero-...
2026.06
30.1
UniIR-BLIP_FF
Supervision Type=Super...
2026.06
23.4
BLIP2
Supervision Type=Zero-...
2026.06
16.7
BLIP
Supervision Type=Zero-...
2026.06
16.4
Qwen2-VL-7B
Supervision Type=Zero-...
2026.06
9.3
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