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Multi-modal Needle In A Haystack on MM-NIAH 64K

74.83Retrieval Score (Ret.)MMProLong
41.986850.513459.0467.5666May 13, 2026

Evaluation results

MethodLinks
MMProLong2026.0574.8327.6767.3356.61
InternVL3-8B2026.0567.6714.3359.3347.11
Gemma3-12B2026.0565.582742.2544.94
InternVL3.5-8B2026.0556.124.4557.2339.26
Qwen2.5-VL-7B2026.0550627.527.83
Gemma3-4B2026.0543.254.3331.526.36