SOTA Logical Reasoning on LogicVista and PapersWithCode

81.4Accuracy

Gemini3-pro

Updated 14d ago

Evaluation Results

Method	Links
Gemini3-pro 2026.05		81.4
Doubao-Seed-1.6 2026.05		72.5
Qwen3-VL-235B-Thinking 2026.05		72.3
GPT-5-20250807 2026.05		70
GLM-4.5V 2026.05		62.4
OST 2026.05		61.5
Qwen3-VL-8B-Instruct 2026.05		61.3
DEITA 2026.05		61.2
Qwen3-VL-8B-Instruct + LLM-as-a-Judge 2026.05		60.9
Qwen3-VL-8B-Instruct + Random 2026.05		60.6
OST 2026.05		60.4
Qwen3-VL-4B-Instruct 2026.05		60
Qwen3-VL-8B-Instruct + Full SFT 2026.05		60
Qwen3-VL-4B-Instruct + LLM-as-a-Judge 2026.05		59.7
DEITA 2026.05		59.6
Qwen3-VL-4B-Instruct + Random 2026.05		59.5
Qwen3-VL-30B A3B-Instruct 2025.12		58.2
Qwen3-VL-4B-Instruct + Full SFT 2026.05		58.2
InternVL-3.5 2026.03		57.3
Qwen3-VL 2026.03		55.3
Penguin-VL 2026.03		53.8
Step-GUI-8B 2025.12		53.7
GPT-4o 2026.03		53.2
Qwen3-VL 8B-Instruct 2025.12		52.3
Step-GUI-4B 2025.12		52.1
Kimi-vl-A3B-thinking 2026.05		51
Thyme 2026.03		49
DeepEyesV2 2026.03		48.7
VRE 2026.03		48.7
V-Zero 2026.01		48.6
Qwen2.5-VL-7B + PGPO 2026.04		47.93
Qwen2.5-VL-7B + DAPO 2026.04		47.85
Supervised GRPO 2026.01		47.8
InternVL3.5-2B 2025.12		47.7
DeepEyes 2025.05		47.7
InternVL3.5 2026.03		47.7
InternVL3.5 2026.03		47.7
Qwen2.5-VL-7B + VPPO 2026.04		47.52
NoisyRollout-7B 2026.04		47.49
Qwen2.5-VL-7B + PAPO 2026.04		47.46
V-Zero 2026.01		47.4
Qwen2.5-VL-7B-Instruct (Base) 2026.01		47.2
OST 2026.05		47
Qwen2.5-VL-7B + GRPO 2026.04		46.81
Qwen3-VL-2B-Instruct 2026.05		46.8
DEITA 2026.05		46.7
AutoTool 2026.05		46.7
Qwen3-VL-2B-Instruct + LLM-as-a-Judge 2026.05		46.5
VL-Rethinker-7B 2026.04		46.47
MM-Eureka-7B 2026.04		46.3
InternVL3-8B 2026.05		46
Qwen2.5-VL* 2025.05		45.9
Qwen2.5-VL 2026.03		45.9
Qwen3-VL-2B-Instruct + Random 2026.05		45.9
R1-ShareVL-7B 2026.04		45.76
Qwen3-VL-2B-Instruct + Full SFT 2026.05		45.6
Qwen2.5-VL-7B 2026.05		45.5
DeepEyes 2026.05		45.3
OpenVLThinker-7B 2026.01		45.1
BAGEL 2026.03		44.3
Qwen2.5-VL 2025.05		44.1
Qwen2.5-VL-3B + PGPO 2026.04		43.2
Qwen2.5-VL-7B 2026.04		43.01
Qwen2.5-VL-3B + PAPO 2026.04		42.7
Qwen2.5-VL-3B + VPPO 2026.04		42.03
V-Zero 2026.01		41.6
InternVL3.5-2B 2025.12		41.4
Penguin-VL 2026.03		41.3
PLM-HoneyBee-8B 2025.10		41.3
Qwen2.5-VL-3B + GRPO 2026.04		40.85
Qwen2.5-VL-3B + DAPO 2026.04		40.63
OpenAI GPT-5 nano 2026.03		40.5
Qwen2.5-VL-3B-Instruct (Base) 2026.01		40.4
GPT5-nano minimal 2025.12		40.3
Qwen2.5-VL 2026.03		40.3
InternVL-U 2026.03		40.3
V-Zero 2026.01		40.2
Qwen2.5-VL-7B-Instruct 2025.10		39.9
InternVL3-2B 2025.12		36.9
Qwen2.5-VL-3B-Instruct 2025.10		36.6
PLM-HoneyBee-3B 2025.10		36.6
InternVL-3-8B-Instruct 2025.10		36.2
Qwen3-VL 2026.03		35.8
Qwen3-VL-2B 2025.12		35.4
PEPO_G 2026.03		34.45
Gemma3n E2B-it 2026.03		33.9
PEPO_D 2026.03		33.89
PLM-3B 2025.10		33.5
jina-vlm 2025.12		33.3
LLaVA-OneVision 2025.05		33.3
LLaVA-OneVision 2026.03		33.3
DAPO 2026.03		33.13
High-Entropy RL 2026.03		32.59
Ovis-U1 2026.03		32.4
PEPO_D 2026.03		32.25
Base 2026.03		32.22
InternVL-2.5-4B 2025.10		32.1
PEPO_G 2026.03		31.88
PLM-8B 2025.10		30.8
Qwen2.5-VL-3B 2026.04		30.17

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