Language models acquire skills during pretraining in a consistent compositional order, with composite tasks emerging after their components and trajectories predictable from model representations.
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2 Pith papers cite this work. Polarity classification is still indexing.
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EPIC constructs preference-aligned indexes for on-device RAG, cutting memory use by 2404x, raising preference-following accuracy by 20.17 points, and lowering retrieval latency by 33x versus baselines.
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What do Language Models Learn and When? The Implicit Curriculum Hypothesis
Language models acquire skills during pretraining in a consistent compositional order, with composite tasks emerging after their components and trajectories predictable from model representations.
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From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG
EPIC constructs preference-aligned indexes for on-device RAG, cutting memory use by 2404x, raising preference-following accuracy by 20.17 points, and lowering retrieval latency by 33x versus baselines.