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Open-ended Pathology Analysis on PathReasoner (test)

0.241BLEUPathReasoner-R1-7B
0.02780.083150.13850.19385Jan 29, 2026

Evaluation results

MethodLinks
PathReasoner-R1-7BInput Type=Slide, Model Type=Reasoning ability, Training Stage=R12026.010.2410.3120.1280.2760.7792.5832.5434.873
PathReasoner-SFT-7BInput Type=Slide, Model Type=Reasoning ability, Training Stage=SFT2026.010.2230.2940.1150.2590.7642.1432.3574.598
Patho-R1-7BInput Type=Thumbnail, Model Type=Reasoning ability2026.010.1820.2420.1020.2030.7111.8761.7334.333
LLaVA-Med-7BInput Type=Thumbnail, Model Type=Non-reasoning2026.010.1230.1950.0420.1430.6871.083——
WSI-LLaVA-7BInput Type=Slide, Model Type=Non-reasoning2026.010.10.1640.0270.1120.7141.675——
SlideChat-7B (Baseline)Input Type=Slide, Model Type=Non-reasoning2026.010.080.1650.0640.1330.7412.094——
HuatuoGPT-Vision-7BInput Type=Thumbnail, Model Type=Non-reasoning2026.010.0760.1450.0390.1150.6991.214——
Qwen3-VL-8B-ThinkingInput Type=Thumbnail, Model Type=Reasoning ability2026.010.0640.1220.0190.0950.6672.0191.552
Quilt-LLaVA-7BInput Type=Thumbnail, Model Type=Non-reasoning2026.010.0610.1090.0190.0870.671.94——
Qwen3-VL-8B-InstructInput Type=Thumbnail, Model Type=Non-reasoning2026.010.0590.110.020.0840.6782.12——
MedGemma-4B-ITInput Type=Thumbnail, Model Type=Non-reasoning2026.010.0580.110.0310.0880.6731.28——
MedVLThinker-7BInput Type=Thumbnail, Model Type=Reasoning ability2026.010.0450.0180.0020.0160.6871.2631.6073.797
InternVL3.5-8BInput Type=Thumbnail, Model Type=Reasoning ability2026.010.0430.0920.0210.0810.6932.0281.8533.31
Qwen2.5-VL-8B-InstructInput Type=Thumbnail, Model Type=Non-reasoning2026.010.0360.0720.0080.0530.6672.057——