Math Mistake Remediation on Math Mistake Remediation Dataset benchmark leaderboard · SOTA2 Research

Math Mistake Remediation on Math Mistake Remediation Dataset

94Mistake Identification (Yes)GPT-5

Evaluation Results

Method	Links
GPT-52026.06		94	0.86	5.14	81.37	9.42	9.21	90.15	5.35	4.5	76.23	10.28	13.49
GPT-52026.06		85.08	1.56	13.36	66.15	3.56	30.29	63.92	12.69	23.39	20.49	9.35	70.16
GPT-4.1-nano2026.06		84.62	15.38	0	78.99	21.01	0	85.5	14.5	0	96.75	3.25	0
GPT-4.1-nano2026.06		83.7	12.98	3.31	73.76	16.85	9.39	80.66	16.3	3.04	97.51	1.93	0.55
Qwen3-8B2026.06		82.35	12.16	5.49	68.24	20.39	11.37	74.51	19.61	5.88	92.16	5.49	2.35
GPT-4.1-nano2026.06		81.58	6.58	11.84	42.11	26.32	31.58	93.42	3.95	2.63	48.68	39.47	11.84
TutorRL-7B2026.06		81.25	14.37	4.38	56.88	31.87	11.25	63.75	33.12	3.12	91.88	7.5	0.62
Qwen3-8B2026.06		68.95	22.11	8.95	51.05	26.32	22.63	61.05	27.37	11.58	81.58	12.63	5.79
Qwen3-8B2026.06		57.14	24.18	18.68	45.05	26.74	28.21	73.63	17.95	8.42	61.54	28.57	9.89
GPT-4.1-nano2026.06		53.95	1.32	44.74	44.74	1.32	53.95	42.11	7.89	50	9.21	5.26	85.53
GPT-4.1-nano2026.06		47.24	26.24	26.52	38.12	28.45	33.43	73.2	19.06	7.73	80.11	17.13	2.76
Qwen3-8B2026.06		42.63	23.16	34.21	28.95	25.79	45.26	61.58	22.11	16.32	57.89	27.37	14.74
GPT-4.1-nano2026.06		34.62	34.62	30.77	27.51	39.35	33.14	46.45	33.14	20.41	38.17	45.56	16.27
TutorRL-7B2026.06		27.5	35.62	36.88	10.62	30.63	58.75	66.88	29.38	3.75	87.5	10	2.5
SocraticLM2026.06		5.42	88.33	6.25	5.42	62.92	31.67	15.42	80	4.58	92.08	7.08	0.83
SocraticLM2026.06		4.58	8.33	87.08	1.67	8.33	90	22.92	28.75	48.33	64.58	10	25.42