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3D Visual Question Answering on MM-Vet

54.89GPT-4 ScoreSAGE-13B
40.652444.348748.04551.7413Mar 10, 2026

Evaluation results

MethodLinks
SAGE-13BModel Scale=13B, Preference Optimization=true2026.0354.89
SAGE-13B*Model Scale=13B, Preference Optimization=false2026.0353.21
ShapeLLM-13BModel Scale=13B2026.0353.1
SAGE-7BModel Scale=7B, Preference Optimization=true2026.0349.53
LLaVA-13BModel Scale=13B2026.0347.9
ShapeLLM-7BModel Scale=7B2026.0347.4
PointLLM-13BModel Scale=13B2026.0346.6
SAGE-7B*Model Scale=7B, Preference Optimization=false2026.0346.38
PointLLM-7BModel Scale=7B2026.0341.2