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Zero-shot Common Sense Reasoning on PIQA, HellaSwag, WinoGrande, ARC-e, and ARC-c (test)

82.7PIQA

LLaMA-2 70B

Updated 4d ago

Evaluation Results

Method	Links
LLaMA-2 70B 2026.02		82.7	83.84	77.98	80.98	57.34	76.57
Dense 2025.05		80.47	79.37	72.22	77.48	49.23	71.75
LLaMA-2 13B 2026.02		80.47	79.39	72.22	77.48	49.23	71.76
FlattenGPT 2026.02		80.36	81.42	77.35	77.48	53.07	73.94
Wanda 2026.02		80.3	79.22	74.66	76.35	51.19	72.34
SLEB 2026.02		80.14	77.21	72.93	75.38	48.38	70.81
SpareGPT 2026.02		80.03	76.09	76.56	76.94	49.74	71.87
Qwen-1.5 14B 2026.02		79.87	79.41	70.56	68.48	47.01	69.07
Dense 2024.06		79.71	60.19	72.61	80.09	50.34	68.59
Qwen-1.5 7B 2026.02		79.22	76.92	66.46	62.16	42.66	65.48
LLaMA-2 7B 2026.02		79.11	75.99	69.06	74.58	46.25	69
Baichuan-2 13B 2026.02		78.84	75.23	70.4	74.07	47.7	69.25
UniCuCo 2025.05		77.91	56.02	73.4	76.94	43.26	65.51
Uniform 2025.05		77.86	55.98	73.09	76.98	43.17	65.42
EvoPress 2025.05		77.69	56.49	71.9	76.85	42.75	65.14
Baichuan-2 7B 2026.02		77.48	72.18	68.27	72.98	42.75	66.73
OWL 2025.05		77.26	56.2	72.85	77.23	45.22	65.75
BlockPruner 2026.02		76.93	72.2	66.3	65.82	41.38	64.53
LLaMA3.2 2026.01		76.8	55.2	69.1	74.5	42.2	63.6
SliceGPT 2026.02		76.61	72.98	74.92	80.51	55.2	72.34
FlattenGPT 2026.02		76.33	73.44	71.11	72.1	44.54	67.5
ShortGPT 2026.02		76.02	78.87	71.96	76.02	52.95	71.68
HESTIA 2026.01		75.7	49.1	62.2	74.1	39.3	60.1
EvoPress 2025.05		75.52	50.43	70.74	73.11	39.25	61.81
SpareGPT 2026.02		75.46	65.52	68.51	66.04	39.76	63.06
OWL 2025.05		75.35	51.08	69.85	72.69	39.85	61.76
BlockPruner 2026.02		75.24	66.92	61.48	59.51	39.08	60.45
UniCuCo 2025.05		74.7	49.92	70.56	73.11	39.33	61.52
Uniform 2025.05		74.59	48.83	69.85	72.05	38.14	60.69
Spectra 2026.01		74.4	48.3	63.1	66	31.9	56.7
BlockPruner 2026.02		74.21	65.87	62.43	61.07	37.29	60.17
LLaMA3.2 2026.01		74.2	47.7	60.3	65.4	31.3	55.8
FlattenGPT 2026.02		74.1	68.57	65.59	65.03	40.78	62.81
Wanda 2026.02		73.94	63.09	67.01	64.31	37.8	61.23
Tequila 2026.01		73.9	46.4	62.7	70.2	34.6	57.6
RM 2026.02		73.72	66.8	66.61	66.12	41.98	63.05
SLEB 2026.02		73.07	62.47	58.96	56.48	33.02	56.8
FlattenGPT 2026.02		72.74	68.45	66.54	63.43	41.3	62.49
ShortGPT 2026.02		72.74	67.8	70.8	60.35	41.3	62.6
HESTIA 2026.01		72.6	41.8	57.7	66.5	35	54.7
SliceGPT 2026.02		72.42	56.04	59.91	63.64	37.12	57.83
LaCo 2026.02		72.42	60.44	59.27	54.34	34.56	56.21
PG pruning 2024.06		72.25	43.56	59.04	59.85	29.44	52.83
SpareGPT 2026.02		72.14	58.93	64.96	60.9	34.22	58.23
EvoPress 2025.05		71.76	44.31	67.25	69.19	33.87	57.28
BlockPruner 2026.02		71.71	59.31	55.56	53.7	33.28	54.71
LaCo 2026.02		71.55	60.16	58.33	53.7	34.04	55.56
BitNet 2026.01		71.5	42.9	59.3	61.4	28.3	52.7
BlockPruner 2026.02		71.44	64.2	64.01	59.81	37.88	59.47
LLM-Pruner 2024.06		71.38	37.84	55.64	57.78	27.21	49.97
FlattenGPT 2026.02		71.22	65.27	68.19	58.75	37.03	60.09
Tequila 2026.01		71	39.1	54.2	64.5	30.5	51.9
LaCo 2026.02		70.89	54	58.01	57.11	32.94	54.59
Wanda 2026.02		70.84	55.33	62.27	57.58	31.91	55.59
OWL 2025.05		70.57	41.53	67.09	65.28	31.31	55.16
LaCo 2026.02		70.4	56.35	58.64	46.89	32.85	53.03
ShortGPT 2026.02		70.24	62.63	65.9	56.06	36.09	58.18
BlockPruner 2026.02		69.75	58.09	61.48	58.08	33.02	56.08
ShortGPT 2026.02		69.53	58.87	62.12	43.6	32.17	53.26
FlattenGPT 2026.02		69.42	61.5	64.33	56.27	35.24	57.35
UniCuCo 2025.05		69.31	39.71	64.64	65.66	31.23	54.11
ShortGPT 2026.02		69.31	61.71	68.27	56.52	36.69	58.5
Spectra 2026.01		69.3	38.8	55.5	56.3	24.6	48.9
RM 2026.02		68.99	63.78	67.88	57.49	37.54	59.14
BitNet 2026.01		68.8	37.7	55.8	54.9	24.2	48.3
SliceGPT 2026.02		68.55	58.1	67.48	62.5	37.88	58.9
FlattenGPT 2026.02		68.39	62.89	59.27	56.99	37.46	57
SliceGPT 2024.06		68.34	53.92	57.22	49.41	28.07	51.39
LaCo 2026.02		68.34	54.08	60.46	55.39	35.84	54.82
LaCo 2026.02		68.28	51.5	58.56	52.9	28.5	51.95
PG pruning 2024.06		67.63	37.36	56.91	50.67	24.91	47.5
RM 2026.02		67.36	42	49.88	54.17	28.58	48.4
RM 2026.02		67.08	42.08	53.28	50.72	29.01	48.43
LLM-Pruner 2024.06		66.26	31.9	54.06	49.74	22.52	44.9
Bonsai 2024.06		64.53	36.1	55.09	47.64	22.52	45.18
SEQ 2026.01		64.5	30.3	52.9	49.8	23.1	44.1
ShortGPT 2026.02		63.71	50.01	62.67	47.31	30.72	50.88
LLM-QAT 2026.01		62.7	43.4	50.6	44.5	30.7	46.4
PG pruning 2024.06		62.51	30.89	51.85	41.12	20.65	41.4
Uniform 2025.05		62.13	32.17	57.14	52.19	24.06	45.54
SliceGPT 2024.06		61.53	39.98	52.8	36.66	25.17	43.23
LLM-Pruner 2024.06		61.15	29.1	51.93	39.98	19.36	40.3
SEQ 2026.01		60.4	27.3	51	42.1	18	39.8
RM 2026.02		59.96	30.87	52.33	38.17	23.63	40.99
Wanda-sp 2024.06		59.74	31.46	52.64	44.02	19.88	41.55
Bonsai 2024.06		58.81	29.43	48.93	33.21	18.15	37.71
ShortGPT 2026.02		58.6	36.16	55.96	38.09	34.81	44.72
DLT 2026.01		57.2	26	49.6	36.1	16.1	37
Wanda-sp 2024.06		56.58	27.46	50.35	32.07	17.06	36.7
SliceGPT 2024.06		56.37	32.66	48.38	32.45	22.1	38.39
DLT 2026.01		56.3	25.6	51.3	42.4	17.4	38.6
Bonsai 2024.06		55.66	26.94	50.51	30.64	17.83	36.32
Wanda-sp 2024.06		55.39	27.07	49.72	29.59	18.26	36.01
LLM-QAT 2026.01		55.1	31.3	49.6	36	26.2	39.7
RM 2026.02		54.46	29.22	49.25	34.43	22.53	37.98