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Chart-based Question Answering on ChartWalker Bench

56.03Overall Correctness@5

VL-Embedding

Updated 1mo ago

Evaluation Results

Method	Links
VL-Embedding 2026.06		56.03	64.89	66.67	76.39	49.65	66.67	61.57	67.36	44.95	49.54
HippoRAG 2026.06		50.18	64.72	68.06	77.78	51.06	66.67	52.07	68.6	33.03	44.95
HippoRAG 2026.06		49.82	63.3	59.72	70.83	46.81	56.03	55.37	70.66	34.86	51.38
VL-Embedding 2026.06		48.58	59.4	63.89	79.17	50.35	68.79	54.13	62.81	23.85	26.61
HippoRAG 2026.06		45.74	59.4	56.94	76.39	46.1	60.28	51.65	63.64	24.77	37.61
Mix 2026.06		42.93	46.31	54.29	66.67	35	39.47	54.58	57.45	20.18	27.52
VL-Embedding 2026.06		42.02	49.65	59.72	72.22	44.68	56.03	48.76	55.37	11.93	13.76
Mix 2026.06		40.42	45.39	55.55	55.55	36.17	41.13	48.76	53.72	17.43	25.69
Mix 2026.06		37.94	41.14	47.22	48.61	38.3	42.55	46.28	48.76	12.84	17.43
BM25 2026.06		29.79	33.87	38.88	47.22	22.69	22.7	36.36	38.43	18.35	29.36
Local 2026.06		28.37	37.05	38.88	51.39	23.4	33.33	36.36	44.21	10.09	16.51
Local 2026.06		27.84	35.11	37.5	50	24.11	29.79	36.77	41.74	6.42	17.43
Local 2026.06		27.68	35.44	31.94	43.86	24.29	34.48	36.4	45.77	10.09	10.28
Text-Embedding 2026.06		26.77	36.52	31.94	40.28	22.69	30.5	32.23	44.21	16.51	24.77
Text-Embedding 2026.06		26.59	35.46	36.11	41.67	24.11	32.62	33.05	44.63	9.17	14.68
Text-Embedding 2026.06		26.59	37.06	34.72	45.83	19.15	34.04	32.23	44.62	18.35	18.35
BM25 2026.06		20.74	25.36	22.22	38.88	17.02	22.7	27.27	29.34	10.09	11.01
BM25 2026.06		18.44	22.69	25	33.33	15.6	18.44	25.62	29.75	1.83	5.5