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Grounded Referring Expression Comprehension on GREC (testA)

75.7N-accMimoVL-7B + MRSI + CVO
65.36870.773.4Feb 4, 2026

Evaluation results

MethodLinks
MimoVL-7B + MRSI + CVOBackbone=MimoVL-7B, Training Configuration=MRSI + Constraint-guided Verifiable Optimization (CVO)2026.0275.790.4
Qwen2.5VL-7B + MRSI + CVOBackbone=Qwen2.5VL-7B, Training Configuration=MRSI + Constraint-guided Verifiable Optimization (CVO)2026.0274.790.4
Qwen2.5VL-7B + MRSIBackbone=Qwen2.5VL-7B, Training Configuration=Multi-style Reasoning Schema Injection (MRSI)2026.0274.289.1
MimoVL-7B + MRSIBackbone=MimoVL-7B, Training Configuration=Multi-style Reasoning Schema Injection (MRSI)2026.0272.689.4
Qwen2.5VL-7B + SFTBackbone=Qwen2.5VL-7B, Training Configuration=Supervised Fine-Tuning (SFT)2026.0270.681.1
MimoVL-7B + SFTBackbone=MimoVL-7B, Training Configuration=Supervised Fine-Tuning (SFT)2026.0265.766.1