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Multimodal Reasoning on MathVista (Accuracy)

83.5Accuracy

InternVL2.5-38B + VRPRM

Updated 22d ago

Evaluation Results

Method	Links
InternVL2.5-38B + VRPRM 2025.08		83.5
InternVL2.5-26B + VRPRM 2025.08		81.2
AnE-3rd 2026.05		81.2
AnE-2nd 2026.05		80.1
AnE-1st 2026.05		79.6
OpenMMReasoner-7B 2026.05		79.5
InternVL2.5-8B + VRPRM 2025.08		79.1
Athena-PRM 2025.06		79.1
InternVL2.5-38B + VRPRM w/o RL 2025.08		78.4
Preliminary RL 2026.05		77.9
Athena-ORM 2025.06		77.8
InternVL2.5-26B + VRPRM w/o RL 2025.08		77.4
Self-consistency 2025.06		77
SPARK-VL-7B 2026.05		75.9
Metis-RISE 2026.05		75.8
SRPO 2026.05		75.8
Athena-PRM 2025.06		75.2
VL-Rethinker 2026.05		74.9
ADHint 2026.05		74.4
Qwen2.5-VL-72B 2025.06		74.2
LLaVA-Critic-R1 2026.05		74
InternVL2.5-38B + VisualPRM 2025.08		73.9
Vision-R1 2026.05		73.5
InternVL2.5-26B + VisualPRM 2025.08		73.1
Revisual-R1 2026.05		73.1
Athena-ORM 2025.06		72.8
InternVL2.5-8B + VRPRM w/o RL 2025.08		72.6
OpenVLThinker 2026.05		72.3
MMR1 2026.05		72
InternVL2.5-38B 2025.08		71.9
Self-consistency 2025.06		71.6
Athena-PRM 2025.06		71.4
Gemini-2.0-Flash 2025.08		70.4
VisualPRM-8B 2025.06		70.3
C2-Evo 2026.05		68.7
InternVL2.5-8B + VisualPRM 2025.08		68.5
VisualPRM-8B 2025.06		68.5
InternVL2.5-26B 2025.08		68.2
Qwen2.5-VL-7B-Instruct 2026.05		68.2
Qwen2.5-VL-7B 2025.06		68.1
Athena-ORM 2025.06		66.9
Self-consistency 2025.06		66.1
Claude-3.5-Sonnet 2025.08		65.3
InternVL2.5-8B 2025.08		64.5
InternVL2.5-8B 2025.06		64.5
GPT-4o 2025.08		60
Baseline 2026.07		56.1
ESC 2026.07		56.1
ESC 2026.07		23.4
Baseline 2026.07		22.2