Reasoning on ARC-E, CSQA, Lambada, PIQA, Wino benchmark leaderboard · SOTA2 Research

Reasoning on ARC-E, CSQA, Lambada, PIQA, Wino

80.85ARC-E AccuracyBase

Evaluation Results

Method	Links
Base2025.10		80.85	56.27	69.49	80.63	74.19	72.29
Base2025.10		79.46	46.6	70.33	79.11	72.3	69.56
Base2025.10		76.3	33.01	68.25	78.07	69.06	64.94
PGSVD2025.10		73.36	25.14	60.78	73.23	69.38	60.38
PGSVD2025.10		72.31	21.05	52.8	73.07	66.46	57.14
SVD-LLM2025.10		71	25.23	57.54	72.91	67.17	58.77
SVD-ALS2025.10		70.88	21.95	50.38	71.65	65.82	56.14
PGSVD2025.10		70.75	20.8	53.02	71.27	64.56	56.08
SVD-LLM2025.10		69.87	22.03	50.32	71.6	65.19	55.8
SVD-ALS2025.10		68.73	20.8	47.18	70.57	64.8	54.42
SVD-LLM2025.10		68.56	19.82	46.61	70.35	64.33	53.93
SVD-ALS2025.10		66.12	20.31	45.97	69.26	63.46	53.02
PGSVD2025.10		59.34	19.98	31.71	64.15	62.67	47.57
SVD-ALS2025.10		57.87	22.11	26.86	63.6	62.12	46.51
SVD-LLM2025.10		56.61	19.49	26.47	63.22	60.85	45.33
PGSVD2025.10		54.76	19.25	21.66	62.89	59.75	43.66
SVD-ALS2025.10		50.88	19.16	16.59	61.21	58.88	41.35
SVD-LLM2025.10		50.21	19.49	16.17	60.94	58.64	41.09
PGSVD2025.10		49.24	20.23	16.48	60.45	58.48	40.98
SVD-ALS2025.10		47.18	19.49	16.13	58.76	57.62	39.84
SVD-LLM2025.10		46.3	19.41	15.93	59.25	57.14	39.61