Needle-style retrieval on RULER-32K (test) benchmark leaderboard · SOTA2 Research

Needle-style retrieval on RULER-32K (test)

100SG-1 ScoreFull attention

Evaluation Results

Method	Links
Full attention2026.05		100	99.6	99.6	99.4	100	99.8	98.55	99.05	99.96	88.46	93.27	75.8	57.4	93.15
Quest2026.05		100	98.8	97	99.2	99.8	97.6	99.45	99.3	99.88	77.8	90.67	75	57.2	91.67
H2O2026.05		100	99.8	31	99.6	97.8	1.8	92.65	65.2	98.4	42.96	90.8	74.4	56.8	73.17
InfLLM2026.05		100	94	85.2	95.2	99.8	96.4	93	88.45	94.08	22.1	83.8	74.6	57.2	83.37
UNIQUE2026.05		100	99.8	99.2	99.6	100	99.8	99	99.15	99.96	82.28	91.07	75.6	57.4	92.53
UNIQUE2026.05		100	99.8	99.2	99.8	100	99.6	99.55	99.3	99.96	62.9	88.67	73.6	57.8	90.78
H2O2026.05		99.8	98	2.6	97.6	84.6	0	44.45	14.65	66.88	20.94	68.33	74.4	55.8	56
Quest2026.05		99.4	94.6	91	97.2	95.8	53	96.55	96.65	99	53.24	87.6	74	55.8	84.14
InfLLM2026.05		92.6	86	76	88.6	98.4	43.8	85.6	79.4	87.52	10.12	74.4	74.2	56.2	73.3