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Yes/No Question Answering on Path-VQA

65.85AccuracyHuatuoGPT-Vision-7B
16.668429.436742.20554.9733May 16, 2025

Evaluation results

MethodLinks
HuatuoGPT-Vision-7BModel scale=Large, Thinking ability=Without thinking ability2025.0565.85
InternVL2.5-8BModel scale=Large, Thinking ability=With thinking ability2025.0564.78
Llama-3.2-11B-Vision-InstructModel scale=Large, Thinking ability=With thinking ability2025.0563.5
InternVL2-8BModel scale=Large, Thinking ability=With thinking ability2025.0561.36
Llama-3.2V-11B-cotModel scale=Large, Thinking ability=With thinking ability2025.0556.42
Llama3.2-3B-vlModel scale=Small, Thinking ability=Without thinking ability2025.0555.44
LLaVA-Med-v1.5-Mistral-7BModel scale=Large, Thinking ability=Without thinking ability2025.0555.38
VILA1.5-3BModel scale=Small, Thinking ability=Without thinking ability2025.0552.41
LLaVA-Onevision-7BModel scale=Large, Thinking ability=With thinking ability2025.0552.38
Patho-R1-3BModel scale=Small, Thinking ability=With thinking ability2025.0549.29
Patho-R1-7BModel scale=Large, Thinking ability=With thinking ability2025.0546.97
DeepSeek-VL2-TinyModel scale=Small, Thinking ability=With thinking ability2025.0546.34
PathGen-LLaVA-13BModel scale=Large, Thinking ability=Without thinking ability2025.0545.75
Paligemma2-3b-pt-224Model scale=Small, Thinking ability=Without thinking ability2025.0544.71
Qwen2.5VL-3BModel scale=Small, Thinking ability=With thinking ability2025.0543.72
Qwen2.5VL-7BModel scale=Large, Thinking ability=With thinking ability2025.0541.82
Quilt-LLaVA-v1.5-7BModel scale=Large, Thinking ability=Without thinking ability2025.0520.76
InternVL3-8BModel scale=Large, Thinking ability=With thinking ability2025.0518.56