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Logical Reasoning on LogicVista (pass@1/avg@8)

64.9Avg Pass@8

ADHint

Updated 3d ago

Evaluation Results

Method	Links
ADHint 2025.12		64.9	56.3
GRPO 2025.12		63	49.4
Qwen2.5-VL-32B + VPPO 2025.10		59.2	-
Qwen2.5-VL-32B + DAPO 2025.10		58.9	-
Qwen2.5-VL-32B + GRPO 2025.10		58.3	-
MM-Eureka-32B 2025.10		56.8	-
NoisyRollout-32B 2025.10		56.2	-
Qwen2.5-VL-32B 2025.10		52.8	-
HintGRPO 2025.12		51.9	43.1
ADHint 2025.12		49.4	48.7
Qwen2.5-VL-7B + VPPO 2025.10		47.9	-
SFT -> RL 2025.12		47.8	28.8
NoisyRollout-7B 2025.10		47.3	-
Qwen2.5-VL-7B + DAPO 2025.10		46.8	-
PAPO-D-7B 2025.10		46.7	-
PAPO_D 2025.07		46.7	-
GRPO 2025.12		46.4	44.9
MM-Eureka-7B 2025.10		46.3	-
VL-Rethinker-7B 2025.10		46.3	-
PAPO_G 2025.07		46.07	-
SFT 2025.12		46	23.7
GRPO 2025.07		45.62	-
R1-ShareVL-7B 2025.10		45.6	-
Qwen2.5-VL-7B + GRPO 2025.10		45.6	-
Qwen2.5-VL-7B 2025.10		42.4	-
PAPO_D 2025.07		41.67	-
ADHint 2025.12		41.4	42.6
DAPO 2025.07		40.69	-
GHPO 2025.12		40.5	42.4
SFT -> RL 2025.12		39.9	18.1
PEPO_G 2026.03		39.85	-
ThinkLite-7B 2025.10		39.4	-
LUFFY 2025.12		39.2	40.2
GRPO 2025.12		38.9	43.8
PAPO_G 2026.03		38.67	-
PAPO_G 2025.07		38.67	-
LUFFY 2025.12		38.3	35.4
GRPO 2026.03		38.14	-
GRPO 2025.07		38.14	-
SFT 2025.12		37.8	18.1
DAPO 2025.07		37.05	-
HintGRPO 2025.12		34.7	36.4
GHPO 2025.12		33.9	35.3
HintGRPO 2025.12		33.7	35.7
PAPO_G 2025.07		32.83	-
GRPO 2025.07		29.84	-
StepHint 2025.12		27.8	12.5
StepHint 2025.12		22.7	10.5