Open-ended Pathology Analysis on PathReasoner (test) benchmark leaderboard · SOTA2 Research

Open-ended Pathology Analysis on PathReasoner (test)

0.241BLEUPathReasoner-R1-7B

Evaluation Results

Method	Links
PathReasoner-R1-7B2026.01		0.241	0.312	0.128	0.276	0.779	2.583	2.543	4.873
PathReasoner-SFT-7B2026.01		0.223	0.294	0.115	0.259	0.764	2.143	2.357	4.598
Patho-R1-7B2026.01		0.182	0.242	0.102	0.203	0.711	1.876	1.733	4.333
LLaVA-Med-7B2026.01		0.123	0.195	0.042	0.143	0.687	1.083	—	—
WSI-LLaVA-7B2026.01		0.1	0.164	0.027	0.112	0.714	1.675	—	—
SlideChat-7B (Baseline)2026.01		0.08	0.165	0.064	0.133	0.741	2.094	—	—
HuatuoGPT-Vision-7B2026.01		0.076	0.145	0.039	0.115	0.699	1.214	—	—
Qwen3-VL-8B-Thinking2026.01		0.064	0.122	0.019	0.095	0.667	2.019	1.55	2
Quilt-LLaVA-7B2026.01		0.061	0.109	0.019	0.087	0.67	1.94	—	—
Qwen3-VL-8B-Instruct2026.01		0.059	0.11	0.02	0.084	0.678	2.12	—	—
MedGemma-4B-IT2026.01		0.058	0.11	0.031	0.088	0.673	1.28	—	—
MedVLThinker-7B2026.01		0.045	0.018	0.002	0.016	0.687	1.263	1.607	3.797
InternVL3.5-8B2026.01		0.043	0.092	0.021	0.081	0.693	2.028	1.853	3.31
Qwen2.5-VL-8B-Instruct2026.01		0.036	0.072	0.008	0.053	0.667	2.057	—	—