ResearchBenchmarksInteractive Composed Image Retrieval on CIRCOInteractive Composed Image Retrieval on CIRCOFollow22.1mAP@5 (T0)RANDOM-Q20.99521.547522.122.6525Jun 17, 2026Evaluation resultsMethodMethodLinksmAP@5 (T0)mAP@5 (T1)mAP@5 (T2)mAP@5 (T3)RANDOM-QPolicy=RANDOM-QPolicy=RANDOM-Q2026.0622.122.823.624.4FIXED-QPolicy=FIXED-QPolicy=FIXED-Q2026.0622.123.725.426.9MLLM-QPolicy=MLLM-QPolicy=MLLM-Q2026.0622.12527.930.1EIG-TEXTPolicy=EIG-TEXTPolicy=EIG-TEXT2026.0622.12832.335CLARA (visual)Policy=CLARA (visual)Policy=CLARA (visual)2026.0622.130.434.737.2ORACLEPolicy=ORACLEPolicy=ORACLE2026.0622.131.836.238.4