ResearchBenchmarksLong-Context Stability & Retrieval on InfBenchLong-Context Stability & Retrieval on InfBenchFollow55.8Stability Rate (SR)Halo27.82435.08742.3549.613Feb 22, 2026Evaluation resultsMethodMethodLinksStability Rate (SR)Retrieval Time Offset (RTO)HaloBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0255.81.29CoT-ValveBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0251.60.85AdaCoTBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0236.71.45ToTBackbone=LLaMA-3-70B,...Backbone=LLaMA-3-70B, b=5, d=32026.0235.23.5CoT-SCBackbone=LLaMA-3-70B,...Backbone=LLaMA-3-70B, k=102026.0232.52.15Standard CoTBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0228.91