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Yes/No Question Answering on Quilt-VQA

75.8AccuracyPatho-AgenticRAG
19.099233.819648.5463.2604May 16, 2025May 29, 2025Jun 11, 2025Jun 25, 2025Jul 8, 2025Jul 21, 2025Aug 4, 2025

Evaluation results

MethodLinks
Patho-AgenticRAG2025.0875.8
Llama3.2-3B-vlModel scale=Small, Thinking ability=Without thinking ability2025.0569.39
LLaVA-Med-v1.5-Mistral-7BModel scale=Large, Thinking ability=Without thinking ability2025.0567.35
Patho-R1-7BModel scale=Large, Thinking ability=With thinking ability2025.0564.72
Patho-R1-7B2025.0864.72
Patho-R1-3BModel scale=Small, Thinking ability=With thinking ability2025.0564.14
InternVL2-8BModel scale=Large, Thinking ability=With thinking ability2025.0563.56
Llama-3.2-11B-Vision-InstructModel scale=Large, Thinking ability=With thinking ability2025.0563.27
Llama-3.2-11B-VI2025.0863.27
InternVL2-8B2025.0860.56
InternVL2.5-8BModel scale=Large, Thinking ability=With thinking ability2025.0560.06
InternVL2.5-8B2025.0860.06
HuatuoGPT-Vision-7BModel scale=Large, Thinking ability=Without thinking ability2025.0559.18
Llama-3.2V-11B-cotModel scale=Large, Thinking ability=With thinking ability2025.0554.81
Llama-3.2V-11B-cotReasoning=Chain-of-Thought2025.0854.81
Qwen2.5VL-7BModel scale=Large, Thinking ability=With thinking ability2025.0552.19
Qwen2.5VL-7B2025.0852.19
PathGen-LLaVA-13BModel scale=Large, Thinking ability=Without thinking ability2025.0547.52
VILA1.5-3BModel scale=Small, Thinking ability=Without thinking ability2025.0546.65
DeepSeek-VL2-TinyModel scale=Small, Thinking ability=With thinking ability2025.0544.31
Qwen2.5VL-3BModel scale=Small, Thinking ability=With thinking ability2025.0540.52
InternVL3-8BModel scale=Large, Thinking ability=With thinking ability2025.0533.82
InternVL3-8B2025.0833.82
Paligemma2-3b-pt-224Model scale=Small, Thinking ability=Without thinking ability2025.0532.94
LLaVA-Onevision-7BModel scale=Large, Thinking ability=With thinking ability2025.0524.2
LLaVA-Onevision-7B2025.0824.2
Quilt-LLaVA-v1.5-7BModel scale=Large, Thinking ability=Without thinking ability2025.0521.28