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ENTITY Continual Pre-Training

Continual Pre-Training

PulseAugur coverage of Continual Pre-Training — every cluster mentioning Continual Pre-Training across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_208532 ·

    LLMs' concept learning dynamics revealed through circuit analysis

    A new research paper explores how large language models (LLMs) acquire, retain, and forget concepts during continual pre-training. The study links these dynamics to the models' internal "concept circuits" and uses graph…

  2. TOOL · CL_160816 ·

    New method restores LLM performance after context window extension

    Researchers have developed LinearARD, a novel self-distillation method designed to restore the performance of large language models (LLMs) after their context windows have been extended. This technique focuses on aligni…