Share your thoughts, 1 month free Claude Pro on usSee more

Multimodal Reasoning on MathVista (Accuracy, AvgLen, Ratio)

85.9Accuracy

Qwen3-VL-32B-Thinking

Updated 4d ago

Evaluation Results

Method
Qwen3-VL-32B-Thinking 2026.01	85.9	-	-
Qwen3-VL-8B-Thinking 2026.01	81.4	-	-
EvoCUA-32B 2026.01	80.4	-	-
RLSD 2026.04	78.1	-	-
GRPO 2026.04	76.2	-	-
GRPO + OPSD 2026.04	75.9	-	-
EvoCUA-8B 2026.01	75.8	-	-
OPSD 2026.04	75.1	-	-
TGRL-DAPO 2026.03	75	-	-
NoisyRollout 2026.03	74.5	-	-
Perception-R1 2026.03	74.2	-	-
SDPO 2026.04	74	-	-
Base LLM 2026.04	73.8	-	-
VL-Rethinker 2025.11	73.7	-	-
TGRL-GRPO 2026.03	73.2	-	-
ThinkLite 2026.03	72.7	-	-
MM-Eureka 2025.11	72.6	-	-
ThinkLite-VL-7B 2025.12	71.9	-	-
DeepEyesV2 2025.11	71.9	-	-
VLAA-Thinker 2025.11	71.7	-	-
InternVL3 2025.11	71.6	-	-
ThinkLite 2025.11	71.6	-	-
OpenVLThinker 2026.03	71.5	-	-
TGRL-GRPO 2026.03	71.5	-	-
TGRL-DAPO 2026.03	71.4	-	-
DAPO 2026.03	71.3	-	-
MM-Eureka-Qwen-7B 2025.12	71.2	-	-
MSSR 2025.12	71.1	-	-
OpenCUA-72B 2026.01	70.9	-	-
GRPO 2026.03	70.9	-	-
GRPO 2026.03	70.5	-	-
GPT-4.1 2025.09	70.4	-	-
InternVL3-8B 2025.09	70.4	-	-
DAPO 2026.03	70.3	-	-
DeepEyes 2025.11	70.1	-	-
DeepEyes-7B 2025.09	70.1	-	-
OpenVLThinker-7B 2025.12	70	-	-
GRPO 2025.12	70	-	-
Thyme 2025.11	70	-	-
Thyme-VL-7B 2025.09	70	-	-
EvoCUA-OpenCUA-72B 2026.01	69.4	-	-
RLOO 2025.12	69.2	-	-
DeepSketcher-7B 2025.09	69.1	-	-
VLAA-Thinker 2026.03	68.8	-	-
REINFORCE++ 2025.12	68.5	-	-
Qwen-2.5-VL 2025.11	68.3	-	-
Qwen2.5-VL-7B 2025.09	68.2	-	-
VLAA-Thinker-7B 2025.12	68	-	-
Qwen-2.5-VL-7B 2026.03	67.5	-	-
Qwen2.5-VL-7B 2025.12	67.2	-	-
Claude3.7-Sonnet 2025.09	66.8	-	-
Mulberry-Qwen-7B 2025.09	65.1	-	-
Bagel-Zebra-CoT-7B 2025.09	64.7	-	-
R1-Onevision 2026.03	63.9	-	-
Mirage-7B 2025.09	63.7	-	-
MSSR 2025.12	63	-	-
R1-Onevision-7B 2025.12	62.9	-	-
GRPO 2025.12	61.7	-	-
RLOO 2025.12	59.7	-	-
Qwen2.5-VL-3B 2025.12	59.5	-	-
LLaVA-OV 2025.11	58.6	-	-
VILASR-7B 2025.09	57.6	-	-
MathCoder-VL 2025.09	55.1	-	-
REINFORCE++ 2025.12	47.7	-	-
Prune-on-Logic 2026.02	45.9	299.5	6.5
No Compression 2026.02	45.7	511.6	11.2
XMCC 2026.02	45.3	91	2
StepEntropy 2026.02	43.9	251.3	5.7
XMCC 2026.02	37.6	89.7	2.4
Prune-on-Logic 2026.02	37.3	324.2	8.7
StepEntropy 2026.02	36.8	232.2	6.3
No Compression 2026.02	35.8	524.1	14.6