most citedSelf-Improvement in Language Models: The Sharpening Mechanism

1 citations · 1 across the 5 of their papers we have counts for

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1 paper

cs.LG2025

Computational-Statistical Tradeoffs at the Next-Token Prediction Barrier: Autoregressive and Imitation Learning under Misspecification

Dhruv Rohatgi, Adam Block, Audrey Huang +2

Next-token prediction with the logarithmic loss is a cornerstone of autoregressive sequence modeling, but, in practice, suffers from error amplification, where errors in the model…