ResearchBenchmarksGeneration on KnowCusBench (test)Generation on KnowCusBench (test)Follow0.789CLIP-INaive-DB0.583080.636540.690.74346Mar 13, 2026Evaluation resultsMethodMethodLinksCLIP-ICLIP-I-SegCLIP-TPick ScoreNaive-DBTraining Time=~27minTraining Time=~27min2026.030.7890.7170.29120.8MoKusTraining Time=~6minTraining Time=~6min2026.030.7610.7180.30521.3Enc-FTTraining Time=~10minTraining Time=~10min2026.030.5910.5620.19718.34