Zero-shot Reasoning on (BoolQ, PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c, OBQA)

82.813BoolQ Accuracy (Zero-shot)Vicuna-13B-v1.3 (Original)

Evaluation Results

Method
Vicuna-13B-v1.3 (Original)2025.02	82.813	78.346	77.017	71.113	75.547	47.611	45.4	68.264
Dense2026.06	82.14	81.07	81.89	77.43	84.81	57.68	44.6	72.8
FLAP2025.02	81.1	76.77	73.72	68.35	71.51	42.49	41	64.991
Sliding-Window Merging2025.02	81.04	76.442	74.846	70.324	71.801	44.625	41.8	65.84
LLaMA-2-13B (Original)2025.02	80.55	79.053	79.367	72.139	79.377	49.147	45.2	69.262
Wanda-sp2025.02	77.09	77.09	74.42	67.96	67.8	42.32	42.8	64.211
Vicuna1.5-7B2026.03	75.75	77.8	71.02	67.64	69.02	40.87	42.4	63.5
Shortened-LLM2025.02	75.535	77.476	73.571	68.272	72.18	44.198	43.2	64.919
FLAP2025.02	75.17	73.99	65.54	67.56	61.32	36.77	37.4	59.679
LLM-Pruner2025.02	74.526	78.346	72.426	69.219	69.739	40.529	43.2	63.998
FLAP2025.02	72.78	74.65	69.07	68.35	70.83	40.61	40	62.327
LLM-Pruner2025.02	71.315	79.162	74.836	67.324	73.485	43.771	41.6	64.499
FLAP2025.02	71.25	69.59	61.68	64.4	59.05	34.13	36	56.586
UniRank2026.06	71.12	73.45	63.84	66.17	64.89	39.29	35.2	59.13
LLM-Pruner2025.02	70.581	76.659	67.317	65.272	63.258	35.154	40.8	59.863
LoRAP2026.06	70.18	71.27	59.69	61.8	62.54	36.52	34	56.57
Wanda-sp2025.02	69.63	77.48	74.75	67.01	73.48	44.11	44	64.351
GPrune-LLM (Wanda-sp)2026.03	69.51	75.68	67.51	64.09	66.37	38.48	40.2	60.26
Sliding-Window Merging2025.02	69.45	74.918	67.447	63.378	66.414	38.311	37.4	59.617
LLaMA2 13B2026.03	68.99	79.05	76.6	69.77	73.32	45.56	42	65.04
Shortened-LLM2025.02	68.532	74.102	66.421	64.009	67.593	41.126	38.6	60.055
Shortened-LLM2025.02	68.318	76.279	75.204	71.113	74.79	46.672	42.4	64.968
GPrune-LLM (FLAP)2026.03	67.8	75.63	66.7	63.46	66.96	38.05	41	59.94
SliceGPT2026.06	67.52	60.61	44.15	55.41	40.7	25.34	28.2	45.99
Wanda-sp2026.03	67.31	74.16	65.21	61.8	66.96	38.31	39.8	59.08
GPrune-LLM (Wanda-sp)2026.03	66.97	73.29	62.12	61.97	61.49	36.86	39	57.39
FLAP2026.03	66.88	72.47	63.17	64.48	63.55	34.81	39.8	57.88
SkipGPT2026.06	66.57	70.78	65.17	56.75	72.39	42.66	37.6	58.85
FLAP2026.03	66.18	69.86	57.56	62.35	59.97	33.11	38.4	55.35
LLM-Pruner2025.02	66.086	76.061	67.785	59.195	67.382	39.334	41.8	59.663
ShortGPT2026.06	65.38	68.61	58.43	67.32	53.37	35.32	32	54.35
Shortened-llama2026.06	65.02	68.01	57.55	64.64	53.11	33.02	32.4	53.39
GPrune-LLM (FLAP)2026.03	64.34	73.67	62.55	60.46	64.81	37.63	40.4	57.69
Sliding-Window Merging2025.02	64.006	77.421	76.369	71.665	76.557	48.549	43.8	65.481
Shortened-LLM2025.02	63.333	72.307	67.128	63.694	66.667	39.761	37	58.556
SLEB2025.02	63.211	76.061	70.116	65.43	70.749	39.932	39.2	60.671
FLAP2026.03	62.66	65.02	48.95	57.85	47.43	31.48	37	50.06
LLM-Pruner2026.03	62.39	34.12	53.35	35.82	27.82	34	43.96	—
SLEB2025.02	62.385	70.62	58.415	55.643	62.5	36.689	33.8	54.293
SLEB2025.02	62.385	70.62	58.415	55.643	62.5	36.689	33.8	54.293
GPrune-LLM (FLAP)2026.03	62.26	67.08	52.83	54.7	50.04	31.91	37.6	50.92
FLAP2026.03	62.08	52.98	36.9	52.25	38.05	27.39	34.8	43.49
GPrune-LLM (Wanda-sp)2026.03	61.99	67.95	54.17	54.62	53.03	33.45	39.6	52.12
Wanda-sp2026.03	61.68	53.48	26.48	49.64	27.74	24.91	30.6	39.22
GPrune-LLM (Wanda-sp)2026.03	61.65	61.43	42.01	52.01	38.22	28.24	35.6	45.59
Wanda-sp2025.02	61.65	71.22	63.96	61.4	57.49	35.32	37	55.434
Wanda-sp2026.03	61.16	53.05	26.65	49.49	29	26.19	29.6	39.31
Wanda-sp2026.03	60.83	56.64	27.38	50.12	29.12	23.04	31.2	39.76
Sliding-Window Merging2025.02	59.939	73.286	68.751	65.983	68.981	41.724	39	59.666
Wanda-sp2025.02	59.02	55.11	33.58	52.8	29.84	24.91	28.6	40.551
GPrune-LLM (FLAP)2026.03	58.65	62.51	41.58	52.57	43.27	29.44	35.2	46.17
GPrune-LLM (FLAP)2026.03	56.64	56.58	30.45	50.28	37.92	25.85	33.2	41.56
GPrune-LLM (Wanda-sp)2026.03	53.79	63.98	43.67	54.85	45.45	29.44	36	46
GPrune-LLM (FLAP)2026.03	52.08	65.34	44.05	53.59	52.69	29.01	35.2	47.42
GPrune-LLM (Wanda-sp)2026.03	51.28	56.04	30.77	51.78	32.03	28.32	32.2	40.35
Wanda-sp2026.03	51.16	52.67	26.09	47.51	26.6	27.39	29.2	37.23
LLM-Pruner2026.03	50.98	75.84	64.14	59.83	66.12	38.65	40	56.51
MoD2026.06	50.28	65.56	54.01	51.38	38.09	30.2	33	46.07
D-LLM2026.06	50	58.54	48.3	51.78	44.82	26.88	31.8	44.59
Wanda-sp2026.03	44.01	71.33	57.85	56.51	62.21	37.12	38.8	52.55
LLM-Pruner2026.03	43.94	73.45	56.13	57.3	58.89	34.3	38.2	51.74
FLAP2026.03	38.5	63.22	41.22	53.28	46.97	29.35	34.6	43.88
SLEB2025.02	37.829	51.034	25.503	50.908	26.221	27.218	27.4	35.159
FLAP2026.03	37.74	53.23	25.95	48.78	27.48	28.92	29.6	35.96