Zero-shot Language Reasoning on BoolQ, PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c, OBQA, and MTQA benchmark leaderboard · SOTA2 Research

Zero-shot Language Reasoning on BoolQ, PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c, OBQA, and MTQA

82.11BoolQ AccuracyDense

Evaluation Results

Method	Links
Dense2026.04		82.11	80.25	60.01	73.88	81.48	51.45	33.4	39.6	62.77	100
ShortGPT2026.04		71.99	72.52	49.98	68.51	63.93	39.59	25.4	30.08	52.75	84.04
Ours (MSSD)2026.04		71.8	67.85	43.84	68.98	56.57	35.32	21.2	26.5	49.01	78.08
Ours (MASD)2026.04		71.8	67.85	43.84	68.98	56.57	35.32	21.2	26.5	49.01	78.08
Ours (MASD)2026.04		70.76	74.92	53.73	71.43	75.08	42.66	28.6	32.33	56.19	89.51
ShortGPT2026.04		70.55	75.73	55.04	70.32	72.22	44.2	31.2	32.6	56.48	89.98
Ours (MSSD)2026.04		70.37	71.82	49.4	70.32	66.96	39.51	26.6	29.15	53.02	84.47
Ours (MSSD)2026.04		69.79	74.65	53.54	72.22	74.96	43.86	30.2	33.74	56.62	90.2
Ours (MASD)2026.04		69.33	72.03	49.18	69.3	67.34	38.99	26.4	29.38	52.74	84.02
Ours (MSSD)2026.04		64.77	63.87	36.93	59.83	48.36	33.19	21	18.96	43.36	69.08
Ours (MASD)2026.04		64.77	63.87	36.93	59.83	48.36	33.19	21	18.96	43.36	69.08
Ours (MASD)2026.04		63.09	62.35	33.71	56.04	42.85	31.06	21.4	19.2	41.21	65.65
EntroDrop2026.04		62.23	65.67	38.17	62.27	46.21	26.71	23	22.24	43.31	69
EntroDrop2026.04		62.2	72.58	40.91	64.64	61.28	38.82	29.4	33.07	50.36	80.23
EntroDrop2026.04		62.11	68.77	39.88	65.98	53.7	33.79	24	25.39	46.7	74.4
EntroDrop2026.04		61.35	70.57	41.33	65.82	57.58	35.84	29.4	26.63	48.56	77.36
ShortGPT2026.04		55.96	60.12	30.62	55.09	40.03	27.56	17.8	22.28	38.68	61.62
ShortGPT2026.04		52.17	60.94	27.64	57.62	44.15	28.75	18.2	24.22	39.21	62.47
EntroDrop2026.04		51.56	62.13	33.42	58.8	42.51	23.46	20.4	21.91	39.27	62.56
Ours (MSSD)2026.04		45.81	62.89	34.12	61.01	40.45	26.96	17.6	21.31	38.77	61.76
ShortGPT2026.04		37.55	60.5	28.21	54.3	42.85	27.3	18	25.76	36.81	58.64