Academic

Academic

Academic · 약 1분

Learning the Signature of Memorization in Autoregressive Language Models

arXiv:2604.03199v1 Announce Type: new Abstract: All prior membership inference attacks for fine-tuned language models use hand-crafted heuristics (e.g., loss thresholding, Min-K\%, reference calibration), each bounded …

David Ili\'c, Kostadin Cvejoski, David Stanojevi\'c, Evgeny Grigorenko
조회수 68회
Academic · 약 1분

Haiku to Opus in Just 10 bits: LLMs Unlock Massive Compression Gains

arXiv:2604.02343v1 Announce Type: cross Abstract: We study the compression of LLM-generated text across lossless and lossy regimes, characterizing a compression-compute frontier where more compression is …

Roy Rinberg, Annabelle Michael Carrell, Simon Henniger, Nicholas Carlini, Keri Warr
조회수 84회