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Carryover Drafting is introduced, a parallel draft--verify--draft training that exposes the drafter to inference-aligned rejected states while preserving parallelism across training positions.
PRAGMA is introduced, a benchmark for evaluating personalized guidance in long-term conversations and highlights the need for memory architectures that support robust conversational retrieval and memory-grounded reasoning beyond evidence recall.
Instruction hierarchy (IH) requires models to prioritize instructions by source, ensuring that higher-priority instructions override lower-priority ones. Despite its importance for safe and controllable deployment, existing evaluations have focused almost exclusively on English, leaving it unclear whether IH compliance...
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