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Visual Question Answering on SlideBench-VQA BCNB

57.68Overall

PathReasoner-R1-7B

Updated 1mo ago

Evaluation Results

Method	Links
PathReasoner-R1-7B 2026.01		57.68	90.2	52.23	32.42
PathMem 2026.03		57.1	91.8	48.2	31.3
TC-SSA 2026.03		55.94	-	-	-
WSI-LLaVA-7B 2026.01		55.3	90.5	46.3	29.2
WSI-LLaVA 2026.03		55.3	90.5	46.3	29.2
SlideChat 2024.10		54.14	-	-	-
SlideChat 2026.03		54.14	-	-	-
PathReasoner-SFT-7B 2026.01		53.91	88.17	45.07	23.82
HuatuoGPT-Vision-7B 2026.01		47.5	75.43	44.82	21.93
SlideChat-7B (Baseline) 2026.01		43.6	90.2	23.1	17.5
SlideChat 2026.03		43.6	90.2	23.1	17.5
Quilt-LLaVA 2024.10		41.55	-	-	-
GPT-4o 2024.10		41.43	-	-	-
GPT-4o 2026.03		41.43	-	-	-
InternVL3.5-8B 2026.01		39.02	48.87	44.38	24.48
MedVLThinker-7B 2026.01		36.42	52.08	37.9	19.47
MedDr 2024.10		35.48	-	-	-
MedGemma-4B-IT 2026.01		35.08	56.33	28.94	19.19
Qwen2.5-VL-8B-Instruct 2026.01		34.06	58.13	27.11	16.07
MedDr 2024.10		33.67	-	-	-
MedDr 2026.03		33.67	-	-	-
Qwen3-VL-8B-Instruct 2026.01		33.43	55.01	27.65	16.92
Quilt-LLaVA 2024.10		32.19	-	-	-
Quilt-LLaVA 2026.03		32.19	-	-	-
Patho-R1-7B 2026.01		31.43	27.13	39.42	27.13
Qwen3-VL-8B-Thinking 2026.01		31.16	53.69	26.35	14.74
Quilt-LLaVA-7B 2026.01		30.97	47.35	18.57	25.43
LLaVA-Med 2024.10		30.1	-	-	-
LLaVA-Med 2026.03		30.1	-	-	-
LLaVA-Med-7B 2026.01		26.33	31.1	39.2	10.3
Random 2024.10		24.4	-	-	-
Random Baseline 2026.03		24.4	-	-	-
Quilt-LLaVA 2026.03		16.3	11.3	19.4	18.1
WSI-VQA 2026.03		11.3	3.9	30	0
GPT-4 2024.10		0	-	-	-
GPT-4o 2024.10		0	-	-	-
LLaVA-Med 2024.10		0	-	-	-