Mathematical Reasoning on GSM8K (test) (Accuracy, Tokens, CR, TE) benchmark leaderboard · SOTA2 Research

Mathematical Reasoning on GSM8K (test) (Accuracy, Tokens, CR, TE)

94.39AccuracyLC-Prompt

Evaluation Results

Method	Links
LC-Prompt2026.01		94.39	246.98	79	38.22
LC-Prompt2026.01		93.78	276.52	88	33.92
LC-Prompt2026.01		93.33	285.6	91	32.68
Original2026.01		93.03	313.94	100	29.63
TokenSkip2026.01		92.95	224.26	71	41.45
CtrlCoT2026.01		92.72	210.24	67	44.1
CtrlCoT2026.01		92.04	185.41	59	49.64
TokenSkip2026.01		91.89	191.24	61	48.05
Original2026.01		91.58	299.22	100	3.27
CtrlCoT2026.01		90.67	139.09	44	65.19
LC-Prompt2026.01		90.37	238.85	80	37.84
TokenSkip2026.01		90.37	158.44	50	57.04
LC-Prompt2026.01		89.92	243.41	81	36.94
LC-Prompt2026.01		89.84	214.85	72	41.81
CtrlCoT2026.01		89.31	198.11	66	45.08
TokenSkip2026.01		88.63	209.33	70	42.34
CtrlCoT2026.01		87.72	170.74	57	51.37
TokenSkip2026.01		86.35	171.7	57	50.29
CtrlCoT2026.01		85.82	138.41	46	62.01
TokenSkip2026.01		83.4	149.43	50	55.81
LC-Prompt2026.01		83.32	279.85	88	29.77
Original2026.01		83.24	316.94	100	3.81
LC-Prompt2026.01		82.87	294.62	93	28.13
LC-Prompt2026.01		82.79	296.34	94	27.94
TokenSkip2026.01		79.98	230.42	73	34.71
CtrlCoT2026.01		79.83	193.43	61	41.27
Truncation2026.01		78.47	283.86	95	27.64
CtrlCoT2026.01		77.1	125.44	40	61.47
Truncation2026.01		76.19	295.15	94	25.82
TokenSkip2026.01		75.74	186.18	59	40.68
CtrlCoT2026.01		75.59	112.76	36	67.03
TokenSkip2026.01		71.65	157.11	50	45.6
Truncation2026.01		69.29	296.88	94	23.34
Truncation2026.01		64.75	267.78	89	24.18
Truncation2026.01		60.8	275.82	88	22.04
Truncation2026.01		54.21	276.08	87	19.63
Truncation2026.01		45.64	240.98	81	18.94
Truncation2026.01		38.67	244.96	78	15.78
Truncation2026.01		36.32	244.22	77	14.87