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Visual Reasoning on CharXiv (val)

37.95Text in Chart Accuracy

VReST-Vote

Updated 3d ago

Evaluation Results

Method	Links
VReST-Vote 2025.06		37.95	61.62	39.22	27.07	37.3	38.41	45.38	43.7	38.58	31.75	36.21	32.74	38.1
VReST 2025.06		34.32	51.52	36.21	26.2	33.33	36.96	35.29	36.3	36.22	33.33	31.03	33.63	34.6
VReST-Vote 2025.06		34.32	52.53	35.78	31	34.92	39.86	36.97	34.07	40.16	35.71	30.17	32.74	35.7
Best-of-N 2025.06		34.09	48.48	28.02	24.02	33.33	30.43	30.25	35.56	38.58	31.75	24.14	29.2	31.8
ToT 2025.06		34.09	45.45	33.62	20.96	30.95	26.81	36.97	31.85	35.43	29.37	26.72	39.82	32.1
VReST 2025.06		33.64	54.55	33.62	22.27	30.95	31.16	41.18	40.74	33.86	26.98	30.17	29.2	33.1
ToT 2025.06		33.41	47.47	37.93	24.45	33.33	36.23	30.25	34.81	37.01	33.33	31.03	33.63	33.8
CoT-Vote 2025.06		32.95	45.45	28.88	22.71	26.98	28.99	33.61	30.37	39.37	29.37	25.86	32.74	30.9
Best-of-N 2025.06		32.73	48.48	34.05	25.33	31.75	34.06	29.41	34.07	35.43	33.33	33.62	30.97	32.9
QA 2025.06		31.82	38.38	28.45	22.27	33.33	30.43	31.93	29.63	35.43	25.4	21.55	27.43	29.5
CoT-Vote 2025.06		31.82	49.49	33.19	24.02	33.33	34.06	30.25	31.85	36.22	32.54	27.59	30.09	32.1
QA 2025.06		30.45	47.47	31.9	21.83	30.95	32.61	27.73	31.11	34.65	30.95	27.59	27.43	30.5
COT 2025.06		29.09	40.4	26.72	18.78	21.43	27.54	32.77	29.63	26.77	23.81	23.28	33.63	27.3
CoT 2025.06		28.18	44.44	29.31	20.96	28.57	29.71	25.21	28.89	33.86	27.78	26.72	25.66	28.4
Cantor 2025.06		28.18	44.44	31.47	21.4	29.37	31.88	26.05	30.37	33.07	28.57	25	26.55	29
Cantor 2025.06		27.73	43.43	30.6	23.58	26.19	27.54	27.73	31.11	37.01	24.6	30.17	27.43	29