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Multimodal Reasoning on HR-4K

72.4AccuracyMVH-RL
58.46462.08265.769.318May 31, 2026

Evaluation results

MethodLinks
MVH-RLSetting=Our Model2026.0572.469.7
MVH-SFTSetting=Our Model2026.0571.567.8
Monet-RLSetting=Open-Source Baseline2026.057167.6
Monet-SFTSetting=Open-Source Baseline2026.0570.466.5
ILVR-Stage2Setting=Open-Source Baseline2026.0570.367
Qwen2.5-VL-7B + SFT + GRPOSetting=Open-Source Baseline2026.057066.9
ILVR-Stage1Setting=Open-Source Baseline2026.057066.6
Qwen2.5-VL-7B + vanilla SFTSetting=Open-Source Baseline2026.0568.465.8
Qwen2.5-VL-7BSetting=Open-Source Baseline2026.056863.5
GPT-4oSetting=Proprietary Model2026.055958.5