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Grounded Referring Expression Comprehension on GREC testB

71.9N-accMimoVL-7B + MRSI + CVO
68.46869.35970.2571.141Feb 4, 2026

Evaluation results

MethodLinks
MimoVL-7B + MRSI + CVOBackbone=MimoVL-7B, Training Configuration=MRSI + Constraint-guided Verifiable Optimization (CVO)2026.0271.973
Qwen2.5VL-7B + MRSIBackbone=Qwen2.5VL-7B, Training Configuration=Multi-style Reasoning Schema Injection (MRSI)2026.0270.371.5
Qwen2.5VL-7B + SFTBackbone=Qwen2.5VL-7B, Training Configuration=Supervised Fine-Tuning (SFT)2026.0270.262.5
Qwen2.5VL-7B + MRSI + CVOBackbone=Qwen2.5VL-7B, Training Configuration=MRSI + Constraint-guided Verifiable Optimization (CVO)2026.0269.772.8
MimoVL-7B + SFTBackbone=MimoVL-7B, Training Configuration=Supervised Fine-Tuning (SFT)2026.0269.645.6
MimoVL-7B + MRSIBackbone=MimoVL-7B, Training Configuration=Multi-style Reasoning Schema Injection (MRSI)2026.0268.671.6