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Benchmarks
Knowledge Retrieval on InfoSeek (val)
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86.4
Recall@20
ReflectiVA
70.384
74.542
78.7
82.858
Aug 31, 2025
Recall@20
Recall@5
Recall@10
Cumulative Recall
Updated 8d ago
Evaluation Results
Method
Method
Links
Recall@20
Recall@5
Recall@10
Cumulative Recall
ReflectiVA
2025.08
86.4
77.6
-
-
OMGM
Reranking=false
2025.08
84.8
73.9
80
-
OMGM
Reranking=true
2025.08
84.8
80.8
83.6
-
EchoSight
Reranking=true
2025.08
77.9
74
77.4
-
Wiki-LLaVA
2025.08
71.9
-
66.1
-
mR²AG
2025.08
71
-
65
-
LLM-RA
2025.08
-
53.8
-
-
ReAuSE
2025.08
-
59.5
-
-
PMSR (Qwen3-VL-4B)
Backbone=Qwen3-VL-4B,...
2025.08
-
-
-
93.9
PMSR (Qwen3-VL-8B)
Backbone=Qwen3-VL-8B,...
2025.08
-
-
-
94.6
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