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Scientific Problem Solving on SciBench-107

62.5Atkins Score

Claude-Opus-4.5

Updated 4d ago

Evaluation Results

Method
Claude-Opus-4.5 2026.02	62.5	37.5	62.5	62.5	56.25	37.5	42.86	90	53.85	62.5	30	80	58.33	56.07
Gemini-3-Pro 2026.02	37.5	37.5	25	37.5	34.38	62.5	14.29	40	30.77	68.75	70	90	75	46.73
Gemini-3-Pro 2026.02	37.5	37.5	50	25	37.5	12.5	28.57	50	30.77	75	90	70	77.78	48.6
Qwen3-235B-Instruct 2026.02	37.5	50	50	25	40.62	25	38.1	50	38.46	81.25	90	90	86.11	55.14
Qwen3-235B-Instruct 2026.02	37.5	37.5	62.5	25	40.62	0	33.33	55.56	32.19	75	90	100	86.11	52.34
Gemini-3-Pro 2026.02	37.5	25	50	25	34.38	12.5	52.38	50	43.59	93.75	80	90	88.89	56.07
GPT-5-mini 2026.02	25	50	50	25	37.5	37.5	19.05	50	30.77	31.25	70	80	55.56	41.12
Qwen3-8B-VL-Instruct 2026.02	25	12.5	0	12.5	12.5	0	14.29	44.44	19.09	50	80	80	66.67	32.71
Gemini-3-Flash 2026.02	25	37.5	0	12.5	18.75	12.5	14.29	20	15.39	50	80	90	69.44	34.58
GPT-5-mini 2026.02	25	25	37.5	0	21.88	14.29	38.1	55.56	37.69	81.25	90	90	86.11	48.6
GPT-5.2 2026.02	25	25	37.5	25	28.12	25	38.1	50	38.46	75	90	80	80.56	49.53
Claude-Sonnet-4.5 2026.02	25	25	62.5	37.5	37.5	12.5	38.1	50	35.9	75	80	100	83.33	52.34
GPT-5.2 2026.02	25	25	50	25	31.25	12.5	47.62	50	41.03	87.5	90	90	88.89	54.21
Claude-Opus-4.5 2026.02	25	50	62.5	37.5	43.75	12.5	52.38	60	46.15	87.5	90	100	91.67	60.75
Qwen3-8B-VL-Instruct 2026.02	12.5	25	12.5	0	12.5	12.5	9.52	10	10.25	6.25	10	20	11.11	11.21
Gemini-3-Flash 2026.02	12.5	25	25	12.5	18.75	12.5	19.05	20	17.95	25	40	70	41.67	26.17
Qwen3-235B-Instruct 2026.02	12.5	62.5	25	0	25	25	14.29	30	20.52	18.75	60	50	38.89	28.04
Claude-Sonnet-4.5 2026.02	12.5	50	62.5	25	37.5	50	23.81	40	33.33	31.25	90	90	63.89	44.86
Claude-Sonnet-4.5 2026.02	12.5	37.5	50	25	31.25	25	23.81	50	30.77	37.5	80	80	61.11	41.12
Claude-Opus-4.5 2026.02	12.5	37.5	62.5	25	34.38	42.86	33.33	55.56	40.98	37.5	80	80	61.11	44.86
Qwen3-8B-VL-Instruct 2026.02	12.5	0	0	25	9.38	14.29	14.29	33.33	19.17	31.25	80	50	50	26.17
Gemini-3-Flash 2026.02	12.5	25	50	37.5	31.25	12.5	33.33	40	30.77	62.5	90	90	77.78	46.73
GPT-5-mini 2026.02	12.5	37.5	37.5	25	28.12	14.29	42.86	55.56	40.26	68.75	90	90	80.56	49.53
GPT-5.2 2026.02	0	37.5	62.5	37.5	34.38	37.5	23.81	20	25.64	75	70	80	75	44.86