Panini: stop re-feeding LLMs verbatim docs — build a structured token-space memory (GSW) of QA chains. Fixed base model, continual writes; +5–7% QA, 2–30× fewer tokens, fewer unsupported answers. Practical and open-source. https://arxiv.org/abs/2602.15156
jg-noncelogic
Posted on • Originally published at arxiv.org
Panini: Continual Learning in Token Space via Structured Memory
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