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ResearchFormerly WizWand

Long-context Language Understanding on LongBench-e (test)

68.42LCC (Language Comprehension Score)HATA

Evaluation results

Method	Links
HATA2025.06		68.42	10.61	15.65	85.83	54.92	39.61	69.34	22.39	13.44	31.9	0.34	25.06	12.31	34.6
Dense2025.06		67.53	11.89	15.3	85.03	55.03	39.32	69	22.44	13.13	32.01	1.17	24.51	11.76	34.47
HATA2025.06		67.25	99.67	60.19	91.94	51.72	42.35	71.66	55.17	43.82	35.02	12.44	26.07	43.95	53.94
Dense2025.06		67.24	99.67	60.21	91.64	52.36	42.55	71.66	54.82	44.08	35.03	13.19	26.19	44.68	54.1
SnapKV2025.06		66.49	99.67	59.93	91.98	48.6	40.58	60.33	52.82	43.63	26.29	13.04	23.2	36.42	51
MagicPIG2025.06		66.43	10.01	14.69	86.17	55.81	38.94	69	21.7	13.29	31.29	1.08	23.74	11.06	34.09
Quest2025.06		65.14	15.53	13.64	85.18	52.57	39.24	67.57	19.33	12.51	24.83	1.2	16.61	10.93	32.64
H2O2025.06		64.99	94	57.89	92.06	46.7	41.23	65	45.12	40.91	29.4	12.82	24.64	33.75	49.89
StreamingLLM2025.06		64.9	94.33	48.52	79.24	45.58	40.1	51.67	34.13	37.81	22.73	13.15	21.51	24.91	44.51
Loki2025.06		61.29	99.67	59.48	91.45	48.47	41.99	72.33	54.47	44.33	34.74	12.74	25.85	45.15	53.23
Quest2025.06		58.81	99.67	60.03	90.79	46.72	39.75	71.33	51.5	43.9	33.64	13.16	25.69	43.52	52.19
Loki2025.06		58.68	11.97	14.91	85.3	44.41	38.95	69	22.11	13.09	30.51	0.52	23.82	12.82	32.78
MagicPIG2025.06		53.39	98.83	56.28	77.9	42.35	34.28	63.67	49.1	37.84	32.58	9.96	24.57	38.2	47.61
SnapKV2025.06		52.74	9.44	11.78	66.9	45.13	37.56	37	17.44	12.65	13.54	0.08	12.98	7.24	24.96
StreamingLLM2025.06		46.91	4.84	8.22	60.67	35.43	19.5	28	15.51	7.54	19.39	0	18.09	5.43	20.73
H2O2025.06		27.42	2.41	4.19	20.07	16.33	6.74	24.33	3.06	2.19	9.61	0	7.83	0.23	9.57