decoding

CoRD is a collaborative multi-teacher decoding framework that synthesizes reasoning trajectories through predictive perplexity scoring and beam search, enabling efficient distillation of large reasoning models with high-quality outputs and generalized performance.

A research paper proposing NWCAD (No-Worse Context-Aware Decoding), a decode-time adapter that prevents 'neutral regression' where LLMs overwrite already-correct answers when given non-informative context, using a two-stream architecture with gated fallback to no-context decoding.