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ResearchFormerly WizWand

Long-context understanding on LongBench (Specific Subtask Scores)

56.02MQA-E ScoreCSAttention

Evaluation results

Method	Links
CSAttention2026.03		56.02	62.01	30.46	26.38	31.11	71.5	44.16	91.95	99.5	55.94	33.6	63.33	45	17.63	52.04
Full2026.03		55.54	62.87	29.91	27.16	30.89	72.5	43.75	91.65	100	56.16	35.26	64.89	46	17.16	52.41
Full2026.03		53.67	63.37	26.05	24.88	36.18	71.5	44.3	88.54	100	59.4	33.35	69.13	47.5	14.31	52.3
CSAttention2026.03		53.21	63.74	26.18	24.6	37.05	72	45.1	88.62	100	59.18	32.63	68.89	46	14.29	52.25
PQCache2026.03		52.96	57.57	30.14	16.67	28.69	71	40.01	91.82	99	55.22	34.01	60.52	43	16.38	49.79
MagicPig2026.03		52.11	57.32	26.31	18.94	28.08	58	44.22	87.9	98.5	51.88	24.32	55.67	40	9.12	46.6
PQCache2026.03		51.98	60.35	26.98	21.9	36.9	72	42.8	84.1	100	58.73	33.09	61.01	44	14.39	50.59
Full2026.03		50.21	53.19	27.74	26.57	26.5	70	46.3	89.04	97	51.08	34.22	64.32	47	15.68	49.92
H2O2026.03		50.1	57.9	26.01	23.99	34.2	61	44.5	85	98.5	54.12	29.99	63.01	31	13.21	48.04
CSAttention2026.03		49.92	52.94	25.56	27.06	26.1	70.5	45.91	90.59	97	49.34	32.88	63.98	46	16.44	49.92
MagicPig2026.03		48.78	53.16	25.86	14.5	19.2	70	42	65.05	96	38.5	23.39	61.11	38	7.83	43.1
MagicPig2026.03		45.87	38.91	26.01	23.34	21.42	71	45.02	90.15	95	34.98	31.29	55.04	29	14.08	44.37
PQCache2026.03		45.57	39.59	22.57	26.04	22.3	71	42.18	88.62	89	35.22	29.68	64.01	46	15.01	45.49
SparQ2026.03		45.32	50.07	25.88	21.03	31.9	59	43.9	80.2	91	47.93	27.62	48.32	25.5	13.48	43.65
H2O2026.03		40.17	40.01	29.21	23.94	28.08	62	41.1	90.32	97	53.36	28.32	57.96	23.5	16.5	45.11
SparQ2026.03		39.56	34.32	26.96	21.78	28.48	47	42.11	89.26	87	51.83	25.21	55.42	21	15.18	41.79
H2O2026.03		37.26	30.43	21.07	25.33	17.01	63	41.98	84.77	52	31.56	22.92	59.91	31	6.04	37.45
SparQ2026.03		31.51	31.77	19.62	21.86	15.63	61	41.68	84.1	42	29.69	25.67	53.01	34	5.81	35.53