ResearchBenchmarksMultimodal Retrieval on MMCOQA Doc (test)Multimodal Retrieval on MMCOQA Doc (test)Follow362Total Time (ms)VISRAG-3,837.7224,510.3952,858.581,206.61Feb 3, 2026Evaluation resultsMethodMethodLinksTotal Time (ms)LLM Time (ms)Vector Search Time (ms)Embedding Time (ms)LLM Calls CountInput Tokens CountOutput Tokens CountAPI Cost ($)VISRAG2026.0236202151470000COLPALI2026.021,83601,1736630000LILAC2026.0220,24416,8792,97738811,1601,0410.0107IRCOT2026.0297,81697,2201164795.6152,2863,3600.0753FIF2026.02105,355104,6303663597.3153,1494,1510.1037