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Long-context Multi-modal Understanding on MM-NIAH 128K

57.83Retrieval ScoreMMProLong
1.274815.957430.6445.3226May 13, 2026

Evaluation results

MethodLinks
MMProLong2026.0557.838.6760.3342.28
InternVL3-8B2026.0552.337.335036.56
Gemma3-12B2026.0548.8319.6733.7534.08
Gemma3-4B2026.0529.831.8328.7520.14
Qwen2.5-VL-7B2026.0511.3316.338.8312.17
InternVL3.5-8B2026.053.4502.271.91