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Multimodal Reasoning on LogicVista

61.7Accuracy

RTWI

Updated 4d ago

Evaluation Results

Method
RTWI 2026.02	61.7	50.5
GPT-4.1 2025.09	61.1	-
Qwen2.5-VL-32B w/ RAPID 2025.06	60.4	-
Qwen2.5-VL-32B w/ RAPID 2025.06	60.4	-
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-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	-
CISC 2026.02	53.4	14.1
ARM-Thinker-7B 2025.12	52.8	-
GPT-4o-20241120 2025.06	52.8	-
Gemini-2.0-Flash 2025.06	52.3	-
Deepconf 2026.02	51.8	34.5
ReVisual-R1-7B 2025.06	51.2	-
InternVL3-14B 2025.06	51.2	-
Ovis2-34B 2025.06	49.9	-
CISC 2026.02	49.8	30.8
PRCO-7B 2026.03	49.66	-
MMR1-7B-RL 2026.03	49.44	-
Self-Cer. 2026.02	49.3	31.7
Thyme 2025.11	49	-
Thyme-VL-7B 2025.09	49	-
R1-ShareVL-7B 2026.03	48.76	-
DeepEyesV2 2025.11	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	-
DeepSketcher-7B 2025.09	48.1	-
Vision-Matters-7B 2026.03	48.09	-
Base 2026.02	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	-
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	-
InternVL3-8B 2025.09	45.6	-
Base Model 2026.03	45.41	-
PRCO-3B 2026.03	44.97	-
Base 2026.02	44.3	-
ESC 2026.02	44.3	18.9
InternVL3-8B 2025.12	44.1	-
Qwen2.5-VL-7B 2025.12	44.1	-
InternVL3 2025.11	44.1	-
InternVL3-8B 2025.06	44.1	-
Perception-R1-7B 2026.03	44.07	-
DAPO 2026.03	43.62	-
VL-Rethinker-7B 2025.06	43.6	-
PAPO-G-7B 2026.03	43.17	-
ThinkLite 2025.11	42.7	-
VL-Rethinker 2025.11	42.7	-
Gemma-3-12B 2025.06	41.2	-
Vision-SR1-3B 2026.03	41.16	-
Mulberry-Qwen-7B 2025.09	40.7	-
Mirage-7B 2025.09	40.7	-
MMR1-3B-RL 2026.03	40.49	-
PAPO-G-3B 2026.03	40.26	-
Qwen2.5-VL-7B 2025.09	39.8	-
Qwen2.5-VL-3B 2025.06	39.6	-
Ovis2-8B 2025.06	39.4	-
ECSO 2025.06	39.4	-
GRPO 2026.03	38.92	-
Base Model 2026.03	38.7	-
LLaVA-OV 2025.11	33.3	-
MathCoder-VL 2025.09	32.4	-
VILASR-7B 2025.09	32.2	-