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Spatial Reasoning on MMSI-Bench MindJourney Subset (162 questions) (test)

0.358AccuracyViSA
0.2553520.2820010.308650.335299Dec 5, 2025

Evaluation results

MethodLinks
ViSABeam depth (γ)=1, top-k=12025.120.3580.26670.26670.26670.33330.46670.33330.66670.13330.33330.53330.3333
MindJourneyBeam depth (γ)=2, top-k=22025.120.33950.06670.33330.26670.33330.40.40.53330.20.33330.40.5
RandomBeam depth (γ)=1, top-k=12025.120.33330.20.26670.46670.26670.40.33330.60.13330.26670.53330.1667
RandomBeam depth (γ)=1, top-k=32025.120.33330.20.20.40.13330.40.20.53330.26670.20.66670.5
RandomBeam depth (γ)=2, top-k=22025.120.33330.26670.26670.40.40.40.46670.33330.20.20.53330.1667
MindJourneyBeam depth (γ)=1, top-k=12025.120.32720.13330.13330.40.46670.46670.33330.66670.13330.26670.33330.25
ViSABeam depth (γ)=1, top-k=32025.120.32720.20.20.40.40.46670.26670.33330.20.33330.46670.3333
MindJourneyBeam depth (γ)=2, top-k=12025.120.32720.13330.20.40.26670.46670.20.40.20.33330.53330.5
MindJourneyBeam depth (γ)=2, top-k=32025.120.32720.20.26670.26670.33330.40.33330.33330.20.20.60.3333
ViSABeam depth (γ)=2, top-k=12025.120.3210.13330.26670.53330.26670.40.33330.46670.20.20.46670.25
ViSABeam depth (γ)=2, top-k=22025.120.31480.06670.26670.53330.33330.33330.40.60.20.20.40.0833
RandomBeam depth (γ)=2, top-k=12025.120.30250.20.20.33330.33330.46670.40.46670.13330.20.46670.0833
RandomBeam depth (γ)=1, top-k=22025.120.29630.20.06670.46670.06670.40.40.46670.200.66670.3333
MindJourneyBeam depth (γ)=1, top-k=32025.120.29630.13330.20.33330.26670.53330.26670.33330.20.20.53330.25
InternVL3-14Bmode=baseline2025.120.27160.13330.20.33330.33330.33330.20.33330.13330.26670.53330.1667
MindJourneyBeam depth (γ)=1, top-k=22025.120.27160.20.13330.20.33330.20.46670.40.13330.13330.53330.25
RandomBeam depth (γ)=2, top-k=32025.120.27160.26670.26670.26670.26670.40.20.33330.13330.06670.46670.3333
ViSABeam depth (γ)=2, top-k=32025.120.26540.06670.13330.33330.20.26670.33330.53330.13330.20.46670.25
ViSABeam depth (γ)=1, top-k=22025.120.25930.13330.20.33330.13330.33330.20.26670.20.06670.66670.3333