Large Language Model Evaluation on HuggingFace Open LLM Leaderboard (Full Suite)

55.37GSM8KSynPO

Evaluation Results

Method
SynPO2025.06	55.37	—	83.19	—	54.35	79.71	36.06	31.98	—	42.08	55.42	60.61
SynPO2025.06	55.11	—	83.76	—	54.51	79.92	35.84	32.87	—	40.08	55.32	60.43
SynPO2025.06	54.95	—	81.26	—	50.58	77.14	30.83	28.99	—	37.84	52.1	55.24
DPO2025.06	54.83	—	82.85	—	52.81	78.22	34.54	31.29	—	41.32	54.45	59.76
SynPO2025.06	54.81	—	80.88	—	53.04	74.55	31.42	29.03	—	38.03	52.16	55.54
SimPO2025.06	54.72	—	82.29	—	53.16	77.15	35.05	30.95	—	40.09	54.33	61.24
KTO2025.06	54.51	—	81.75	—	48.34	77.17	27.03	27.66	—	35.51	50.79	54.37
DPOP2025.06	54.32	—	80.49	—	49.07	76.23	30.75	26.24	—	36.12	50.99	54.73
SimPO2025.06	54.25	—	82.04	—	52.19	78.71	29.52	32.7	—	39.1	53.52	59.69
IPO2025.06	54.23	—	81.95	—	51.02	78.58	33.27	30.31	—	40.97	53.78	59.95
DPO2025.06	54.22	—	83.22	—	51.15	78.46	33.72	29.34	—	39.53	53.71	60.04
IPO2025.06	54.14	—	79.15	—	47.25	74.15	25.52	25.59	—	34.87	49.31	53.84
KTO2025.06	54.01	—	82.7	—	53.63	77.1	34.12	31.15	—	41.7	54.37	60.57
DPOP2025.06	53.65	—	82.04	—	52.95	80.13	34.53	29.24	—	39.69	54.02	59.9
DPOP2025.06	53.57	—	82.52	—	52.29	79.1	36.51	30.55	—	41.89	54.46	59.26
DPO2025.06	53.47	—	81.4	—	48.72	76.66	29.18	26.85	—	35.68	50.79	54.32
DPO2025.06	53.45	—	80.02	—	49.15	75.46	30.97	27.34	—	36.53	50.94	54.61
SimPO2025.06	53.45	—	78.13	—	49.15	73.46	27.73	26.88	—	36.13	49.69	52.61
CPO2025.06	53.4	—	81.08	—	52.75	76.81	35.08	30.51	—	39.56	53.44	58.29
KTO2025.06	53.35	—	80.34	—	52.77	78.19	34.02	30.62	—	40.46	53.69	59.8
SimPO2025.06	53.21	—	81.03	—	49.49	76.68	29.63	26.94	—	35.13	50.72	53.63
CPO2025.06	53.06	—	80.45	—	49.15	75.15	26.32	27.05	—	34.04	49.97	54.53
KTO2025.06	52.45	—	78.53	—	51.67	75.12	28.88	27.09	—	35.89	50.31	52.84
IPO2025.06	52.42	—	81.61	—	52.02	79.55	31.85	30.21	—	38.75	53.09	58.31
DPOP2025.06	52.35	—	79.62	—	50.12	74.53	29.38	26.96	—	36.92	50.38	53.2
CPO2025.06	52.28	—	80.01	—	50.28	79.15	27.81	32.66	—	38.85	52.47	58.74
IPO2025.06	51.76	—	79.48	—	48.03	74.87	25.76	27.01	—	35.47	49.28	51.83
CPO2025.06	51.52	—	79.42	—	49.04	73.32	26.86	28.14	—	36.18	49.82	54.11
SPACE2025.12	46.02	65.87	84.44	58.5	51.86	74.51	35.9	45.28	30.5	31.41	52.43	—
SPACE2025.12	45.84	65.96	84.39	58.53	51.34	74.19	33.19	45.38	29.9	31.44	52.03	—
SPACE2025.12	45.55	65.78	84.25	58.57	50.71	73.95	33.01	45.38	29.52	31.59	51.83	—
SPACE2025.12	45.41	64.85	83.86	58.87	48.99	75.14	31.51	45.73	29.46	30.94	51.48	—
S-SimPO2025.12	41.51	61.69	83.77	57.48	48.98	74.9	23.01	41.86	29.9	30.22	49.33	—
SPACE2025.12	41.32	62.71	83.79	58.67	47.15	74.9	26.96	45.87	29.66	30.73	50.18	—
S-IPO2025.12	41.05	60.67	83.42	57.03	44.35	74.27	23	41.73	29.32	29.69	48.45	—
S-IPO2025.12	40.96	60.49	83.58	57.17	45.45	73.88	20.85	42.33	30.71	30.01	48.54	—
SPIN2025.12	40.26	62.2	83.6	58.03	46.92	74.43	25.06	43.5	28.95	30.37	49.33	—
S-IPO2025.12	40.11	61.43	83.56	56.61	45.56	74.11	23.11	41.05	29.31	29.36	48.42	—
S-SimPO2025.12	39.67	61.35	83.76	57.29	47.44	74.66	24.88	41.86	30.1	30.04	49.11	—
S-IPO2025.12	39.35	60.07	83.19	57.29	43.35	73.8	23.29	41.69	30.5	29.86	48.24	—
S-IPO2025.12	38.91	60.07	83.47	57.29	43.62	73.8	21.98	42.08	30.19	29.9	48.13	—
SPIN2025.12	38.29	61.18	83.49	57.88	43.73	74.11	22.09	44.6	29.62	30.15	48.51	—
Mistral-7B2025.12	37.68	61.01	83.24	57.86	42.62	74.03	23.63	44.26	29.86	29.99	48.42	—
S-SimPO2025.12	37.09	61.52	83.77	57.16	49.58	74.51	22.44	43.04	29.17	29.97	48.83	—
S-SimPO2025.12	35.22	61.26	83.7	57.35	49.88	74.82	21.15	42.8	29.04	30.01	48.52	—
SPIN2025.12	34.87	62.29	84.01	58.09	45.72	75.14	24.64	43.03	28.68	29.62	48.61	—
SPIN2025.12	34.7	61.86	83.99	57.99	46	75.14	25.73	43.34	27.1	29.82	48.57	—
S-SimPO2025.12	34.38	61.35	83.68	57.48	50.02	74.19	21.31	42.67	29.16	39.4	49.36	—
SPIN2025.12	32.85	61.52	84.02	57.32	47.69	73.95	21.92	40.59	28.22	30.12	47.82	—