This week
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Updated through the day. Every headline links straight to the source. The two lines underneath are ours.
Reasoning quality matters more each month, and this hits the real problem with current self-distillation: the teacher can mislead the student. The two-way adaptation is smart and the empirical gains look solid. This is worth testing if you're tuning a reasoning model for production.
Removing the dependency on external reward signals or larger teacher models for self-improvement is a meaningful efficiency gain if it holds up across model scales. Worth tracking for teams doing post-training on a budget, since it suggests self-consistency alone can drive real capability gains without expensive labeling pipelines.