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Multimodal Reasoning on MathVision

59.41Accuracy

InternVL2.5-38B + VRPRM

Updated 7d ago

Evaluation Results

Method
InternVL2.5-38B + VRPRM 2025.08	59.41	-
MiMo-VL-7B 2026.03	57.9	-
MiMo-VL-7B +PC 2026.03	57	-
InternVL2.5-26B + VRPRM 2025.08	55.79	-
AutoNPO 2026.04	55.72	-
ExGRPO 2026.04	55.46	-
NPO 2026.04	54.61	-
NPO 2026.04	54.31	-
RLEP 2026.04	54.23	-
LUFFY 2026.04	54	-
Qwen2.5-VL-72B w/ RAPID 2025.06	53.4	-
RLSD 2026.04	52.73	-
Qwen2.5-VL-32B w/ RAPID 2025.06	52.1	-
InternVL2.5-8B + VRPRM 2025.08	51.44	-
GRPO 2026.04	48.82	-
GRPO 2026.04	48.82	-
Revisual-R1 2026.05	48.8	-
GRPO + OPSD 2026.04	48.52	-
OPSD 2026.04	47.53	-
Base LLM 2026.04	47.37	-
Qwen3-VL-8B-Instruct 2026.04	47.37	-
SDPO 2026.04	47.27	-
Qwen2.5-VL-32B w/ RAPID 2025.06	47	-
GPT-4.1 2025.09	46.4	-
Athena-PRM 2025.06	44.8	-
AnE-3rd 2026.05	43.9	-
Qwen2.5-VL-7B w/ RAPID 2025.06	43.7	-
Gemini-2.0-Flash 2025.06	43.6	-
Gemini-2.0-Flash 2025.08	43.6	-
OpenMMReasoner-7B 2026.05	43.6	-
InternVL2.5-38B + VRPRM w/o RL 2025.08	43.45	-
OmniCaptioner 2025.06	43.3	-
InternVL3-78B 2025.06	43.1	-
Self-consistency 2025.06	43.1	-
ReVisual-R1-7B 2025.06	43	-
Athena-ORM 2025.06	43	-
ECSO 2025.06	42.7	-
VL-Rethinker-72B 2025.06	42.2	-
Claude-3.7-Sonnet 2025.06	41.9	-
Claude3.7-Sonnet 2025.09	41.9	-
AnE-2nd 2026.05	40.9	-
Qwen2.5-VL-3B w/ RAPID 2025.06	40.8	-
Gemma-3-27B 2025.06	39.8	-
AnE-1st 2026.05	39.7	-
Qwen2.5-VL-72B 2025.06	39.3	-
Qwen2.5-VL-72B 2025.06	39.3	-
Qwen2.5-VL-72B 2025.06	39.3	-
InternVL2.5-26B + VRPRM w/o RL 2025.08	37.99	-
Qwen2.5-VL-32B 2025.06	37.8	-
InternVL3-14B 2025.06	37.2	-
MM-Eureka-32B 2025.06	36.6	-
Claude-3.5-Sonnet 2025.08	35.6	-
InternVL2.5-38B + VisualPRM 2025.08	35.2	-
QVQ-72B-Preview 2025.06	34.9	-
InternVL3-38B 2025.06	34.2	-
InternVL2.5-8B + VRPRM w/o RL 2025.08	33.95	-
SRPO-7B 2025.06	32.9	-
SRPO 2026.05	32.9	-
Preliminary RL 2026.05	32.8	-
Athena-PRM 2025.06	32.5	-
DeepSketcher-7B 2025.09	32.3	-
VL-Rethinker 2026.05	32.3	-
InternVL2.5-38B 2025.08	32.2	-
Ovis2-34B 2025.06	31.9	-
MMR1 2026.05	31.8	-
Qwen2.5-VL-7B (Bo8) 2025.06	31.6	-
VisualPRM-8B 2025.06	31.3	-
TGRL-DAPO 2026.03	31.26	-
GPT-4o-20241120 2025.06	31.2	-
GPT-4o 2025.08	31.2	-
SPARK-VL-7B 2026.05	31.1	-
NoisyRollout 2026.03	30.6	-
LLaVA-Critic-R1 2026.05	30.6	-
MixedR1 7B 2026.01	30.3	-
Gemma-3-12B 2025.06	30.3	-
CoT Cold-Start + Solver Feedback 2025.11	30.26	-
Ovis2-16B 2025.06	30.1	-
VL-Rethinker-7B 2025.06	30	-
R1-Onevision 7B 2026.01	29.9	-
VisonR1 7B 2026.01	29.9	-
TGRL-GRPO 2026.03	29.87	-
Athena-ORM 2025.06	29.8	-
CodeDance 2026.02	29.6	-
Self-Instruct 2025.11	29.6	-
InternVL2.5-26B + VisualPRM 2025.08	29.6	-
InternVL3 2025.11	29.3	-
InternVL3-8B 2025.06	29.3	-
Seed Set 2025.11	29.28	-
DAPO 2026.03	28.94	-
DeepEyes-v2 2026.02	28.9	-
DeepEyesV2 2025.11	28.9	-
GRPO 2026.02	28.7	-
PyVision-Image 2026.02	28.7	-
Metis-RISE 2026.05	28.7	-
TGRL-DAPO 2026.03	28.61	-
Perception-R1 2026.03	28.6	-
Mirage-7B 2025.09	28.6	-
Self-consistency 2025.06	28.6	-
VL-Rethinker 2025.11	28.4	-
GRPO 2026.03	28.32	-

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