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Benchmarks
Multimodal Retrieval on MMCOQA Doc (test)
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362
Total Time (ms)
VISRAG
-3,837.72
24,510.39
52,858.5
81,206.61
Feb 3, 2026
Total Time (ms)
LLM Time (ms)
Vector Search Time (ms)
Embedding Time (ms)
LLM Calls Count
Input Tokens Count
Output Tokens Count
API Cost ($)
Updated 3d ago
Evaluation Results
Method
Method
Links
Total Time (ms)
LLM Time (ms)
Vector Search Time (ms)
Embedding Time (ms)
LLM Calls Count
Input Tokens Count
Output Tokens Count
API Cost ($)
VISRAG
2026.02
362
0
215
147
0
0
0
0
COLPALI
2026.02
1,836
0
1,173
663
0
0
0
0
LILAC
2026.02
20,244
16,879
2,977
388
1
1,160
1,041
0.0107
IRCOT
2026.02
97,816
97,220
116
479
5.61
52,286
3,360
0.0753
FIF
2026.02
105,355
104,630
366
359
7.31
53,149
4,151
0.1037
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