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Multimodal Reasoning on LogicVista

84.78Accuracy

InternVL2.5-38B + VRPRM

Updated 6d ago

Evaluation Results

Method
InternVL2.5-38B + VRPRM 2025.08	84.78	-	-
InternVL2.5-26B + VRPRM 2025.08	83	-	-
InternVL2.5-8B + VRPRM 2025.08	79.46	-	-
InternVL2.5-38B + VRPRM w/o RL 2025.08	70.02	-	-
InternVL2.5-26B + VRPRM w/o RL 2025.08	68.9	-	-
InternVL2.5-8B + VRPRM w/o RL 2025.08	64.43	-	-
RTWI 2026.02	61.7	50.5	-
GPT-4.1 2025.09	61.1	-	-
Athena-PRM 2025.06	60.9	-	-
Qwen2.5-VL-32B w/ RAPID 2025.06	60.4	-	-
Qwen2.5-VL-32B w/ RAPID 2025.06	60.4	-	-
Claude-3.5-Sonnet 2025.08	60.4	-	-
Athena-ORM 2025.06	60.1	-	-
Self-consistency 2025.06	59.6	-	-
Qwen2.5-VL-72B w/ RAPID 2025.06	59.1	-	-
RTWI 2026.02	58.5	34.7	-
InternVL3-38B 2025.06	58.4	-	-
Claude-3.7-Sonnet 2025.06	58.2	-	-
MM-Eureka-32B 2025.06	58.2	-	-
QVQ-72B-Preview 2025.06	58.2	-	-
Claude3.7-Sonnet 2025.09	58.2	-	-
Qwen2.5-VL-7B w/ RAPID 2025.06	57.7	-	-
VL-Rethinker-72B 2025.06	56.6	-	-
Qwen2.5-VL-3B w/ RAPID 2025.06	56.4	-	-
OmniCaptioner 2025.06	56.2	-	-
Deepconf 2026.02	56	32.1	-
InternVL3-78B 2025.06	55.9	-	-
Qwen2.5-VL-72B 2025.06	55.7	-	-
Qwen2.5-VL-72B 2025.06	55.7	-	-
Qwen2.5-VL-72B 2025.06	55.7	-	-
Qwen2.5-VL-32B 2025.06	55	-	-
Self-Cer. 2026.02	54.8	15.1	-
SC 2026.02	54.6	-	-
ESC 2026.02	54.6	7.9	-
ASC 2026.02	54.1	27.6	-
LUSPO 2026.02	53.7	-	-
InternVL2.5-38B + VisualPRM 2025.08	53.7	-	-
CISC 2026.02	53.4	14.1	-
Athena-PRM 2025.06	53	-	-
ARM-Thinker-7B 2025.12	52.8	-	-
GPT-4o-20241120 2025.06	52.8	-	-
GPT-4o 2025.08	52.8	-	-
Gemini-2.0-Flash 2025.06	52.3	-	-
Gemini-2.0-Flash 2025.08	52.3	-	-
Revisual-R1 2026.05	52.3	-	-
Deepconf 2026.02	51.8	34.5	-
AnE-3rd 2026.05	51.3	-	-
Athena-ORM 2025.06	51.3	-	-
ReVisual-R1-7B 2025.06	51.2	-	-
InternVL3-14B 2025.06	51.2	-	-
InternVL2.5-26B + VisualPRM 2025.08	51	-	-
SPARK-VL-7B 2026.05	50	-	-
OpenMMReasoner-7B 2026.05	50	-	-
Ovis2-34B 2025.06	49.9	-	-
CISC 2026.02	49.8	30.8	-
AnE-2nd 2026.05	49.8	-	-
Metis-RISE 2026.05	49.7	-	-
PRCO-7B 2026.03	49.66	-	-
Self-consistency 2025.06	49.5	-	-
MMR1-7B-RL 2026.03	49.44	-	-
Self-Cer. 2026.02	49.3	31.7	-
AnE-1st 2026.05	49.1	-	-
Thyme 2025.11	49	-	-
Thyme-VL-7B 2025.09	49	-	-
MMR1 2026.05	48.8	-	-
R1-ShareVL-7B 2026.03	48.76	-	-
DeepEyesV2 2025.11	48.7	-	-
ADHint 2026.05	48.7	-	-
Qwen2.5-VL-7B (Bo8) 2025.06	48.6	-	-
PAPO-D-7B 2026.03	48.54	-	-
Bagel-Zebra-CoT-7B 2025.09	48.4	-	-
NoisyRollout-7B 2026.03	48.32	-	-
Vision-SR1-7B 2026.03	48.32	-	-
MM-Eureka-7B 2025.06	48.3	-	-
VisualPRM-8B 2025.06	48.3	-	-
DeepSketcher-7B 2025.09	48.1	-	-
Vision-Matters-7B 2026.03	48.09	-	-
Base 2026.02	47.9	-	-
InternVL2.5-38B 2025.08	47.9	-	-
Qwen2.5-VL-7B 2025.06	47.9	-	-
DAPO 2026.03	47.87	-	-
VPPO-7B 2026.03	47.87	-	-
GSPO 2026.02	47.7	-	-
DeepEyes 2025.11	47.7	-	-
DeepEyes-7B 2025.06	47.7	-	-
DeepEyes-7B 2025.09	47.7	-	-
Ovis2-16B 2025.06	47.4	-	-
Gemma-3-27B 2025.12	47.3	-	-
Gemma-3-27B 2025.06	47.3	-	-
PAPO-D-3B 2026.03	47.2	-	-
GRPO 2026.02	46.5	-	-
SC 2026.02	46.4	-	-
ASC 2026.02	46.4	21.2	-
MM-Eureka 2025.11	46.3	-	-
Qwen2.5-VL-7B 2025.06	46.1	-	-
GRPO 2026.03	46.08	-	-
Vision-R1 2026.05	46	-	-
Qwen-2.5-VL 2025.11	45.9	-	-
VLAA-Thinker 2025.11	45.9	-	-
Qwen2.5-VL-7B-Instruct (w/o RLVR) 2026.02	45.6	-	-

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