List your company

Long-Context Retrieval on RULER 4K

92.97ScoreHybrid-KSA
69.538875.621981.70587.7881Apr 27, 2026

Evaluation results

MethodLinks
Hybrid-KSASetting=CPT setting2026.0492.97———
Full AttentionSetting=CPT setting2026.0492.88———
KSASetting=CPT setting2026.0491.55———
Hybrid-SWASetting=CPT setting2026.0491.3———
Hybrid-LinearSetting=CPT setting2026.0486.39———
Hybrid-SCASetting=CPT setting2026.0486.02———
Hybrid-KSAsetting=Train-from-scratch2026.0480.65———
Hybrid-GDNsetting=Train-from-scratch2026.0479.83———
Hybrid-SCAsetting=Train-from-scratch2026.0477.72———
Fullsetting=Train-from-scratch2026.0476.08———
Hybrid-SWAsetting=Train-from-scratch2026.0474.54———
KSAsetting=Train-from-scratch2026.0470.44———
fp16Backbone=Qwen3-8B, n=50, config=fp162026.05—7360100
HQMQ+Med3Backbone=Qwen3-8B, n=50, bits=4.89, config=HQMQ s96 r6 + Med3x2026.05—7268100
naive int4Backbone=Qwen3-8B, n=50, config=naive int42026.05—432623