Verdict: Solid result, will likely replicate—principled misalignment fix, clean ablations on design choices, consistent gains across three task families.

📄 SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking by Zhiwei Li, Lei Zhu et al. Continuous log-space gates are injected into sparse attention, letting LM loss…