ResearchBenchmarksInteractive Composed Image Retrieval on CIRRFollow57.2Success@1 (T0)RANDOM-Q54.3455.7757.258.63Jun 17, 2026Evaluation ResultsMethodMethodLinksSuccess@1 (T0)Success@1 (T1)Success@1 (T2)Success@1 (T3)RANDOM-QPolicy=RANDOM-QPolicy=RANDOM-Q2026.0657.259.16162.6FIXED-QPolicy=FIXED-QPolicy=FIXED-Q2026.0657.26266.870.3MLLM-QPolicy=MLLM-QPolicy=MLLM-Q2026.0657.265.473.679EIG-TEXTPolicy=EIG-TEXTPolicy=EIG-TEXT2026.0657.27384.189.8CLARA (visual)Policy=CLARA (visual)Policy=CLARA (visual)2026.0657.2788893.1ORACLEPolicy=ORACLEPolicy=ORACLE2026.0657.280.690.594.9