ResearchBenchmarksScalar probability judgment on WikiVideo Vision-onlyFollow0.078MSECLUE-D0.075480.092490.10950.12651Apr 9, 2026Evaluation ResultsMethodMethodLinksMSECLUE-DParameters=3BParameters=3B2026.040.078CLUE-TParameters=3BParameters=3B2026.040.101Q3-VLParameters=32BParameters=32B2026.040.105Q2.5-VLParameters=32BParameters=32B2026.040.133Q2.5-OParameters=7BParameters=7B2026.040.141