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Complex Multimodal Reasoning on MM-Star

55.44Reasoning ScoreRecursiveVLM
39.673643.766847.8651.9532Feb 9, 2026

Evaluation results

MethodLinks
RecursiveVLMTraining Dataset=Data2, Train Steps=2, Eval Step=22026.0255.44
RecursiveVLMTraining Dataset=Data2, Train Steps=2, Eval Step=12026.0252.16
RecursiveVLMTraining Dataset=Data1, Train Steps=2, Eval Step=22026.0252.1
RecursiveVLMTraining Dataset=Data1, Train Steps=2, Eval Step=12026.0251.24
Standard TransformerTraining Dataset=Data2, Train Steps=1, Eval Step=12026.0250.14
Standard TransformerTraining Dataset=Data1, Train Steps=1, Eval Step=12026.0245.03
Vanilla recursionTraining Dataset=Data1, Train Steps=2, Eval Step=12026.0242.38
Vanilla recursion w/ RMSNormTraining Dataset=Data1, Train Steps=2, Eval Step=12026.0241.7
Vanilla recursionTraining Dataset=Data1, Train Steps=2, Eval Step=22026.0241.47
Vanilla recursion w/ RMSNormTraining Dataset=Data1, Train Steps=2, Eval Step=22026.0240.28