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ResearchFormerly WizWand

In-Context Retrieval on RULER (S-NIAH/MK-NIAH Metrics)

100S-NIAH-1 (1K)Mamba-2

Evaluation results

Method	Links
Mamba-22026.06		100	100	97	55.8	99.6	99.6	62.6	21	59.2	38.6	14.4	29	21.2	21.4
KDA2026.06		100	100	99.2	70.6	100	100	89	30.6	77.4	63.2	26.2	54	44.2	28
GDN-22026.06		100	100	100	97.8	100	100	93	39.2	92	89.8	31.8	72.6	51.4	37.8
CARVE2026.06		100	100	100	98.4	100	100	94.8	42	93.6	91.4	61.8	76.8	55.2	41.4
Transformer (full attn)2026.06		100	100	51.2	0	100	100	44.2	0	95.8	94.8	37	75.6	66.6	38.2
Mamba-2 + SWA2026.06		100	100	51.8	25.4	100	99.6	52.4	25.8	97.8	86.8	48	82	58.6	39
Gated DeltaNet + SWA2026.06		100	100	47.2	22.4	100	99.8	57.3	25.6	94.8	91.2	47.2	91	78.4	44.8
KDA + SWA2026.06		100	100	51.8	26.2	100	100	56	23	97.2	93.4	51.6	91.4	84	40.4
Mamba-3 SISO + SWA2026.06		100	100	49.6	26	100	100	58.2	27.8	95	90.4	44	78.8	65.6	33.6
Mamba-3 MIMO + SWA2026.06		100	100	49	22.8	100	100	53	27.8	99.4	98.4	54.2	82.4	79	46.6
GDN-2 + SWA2026.06		100	100	55.2	27.4	100	100	57.9	29.2	99.6	99	55.6	93	84.6	48
CARVE + SWA2026.06		100	100	56.8	28.4	100	100	61.4	30.6	100	100	63.2	95.8	87.3	50.6
Gated DeltaNet2026.06		99.8	100	100	97.6	100	100	87.2	32	89.8	54.2	60.6	58	37	27.8