Author

Huizhuo Yuan

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#artificial intelligence Preprint Feb 2025

RSPO: Regularized Self-Play Alignment of Large Language Models

It is shown that RSPO with appropriate regularizers can substantially improve the length-controlled win rate on AlpacaEval-2 across a range of base models, while also achieving consistently superior performance on Arena-Hard, MT-Bench, ArmoRM, and response diversity.

Xiaohang Tang, Sangwoong Yoon, Seongho Son et al. · 6 citations · ⚡1

#machine learning Preprint Aug 2026

Fast Weight Attention for Continual Learning

This framework separates temporal alignment, plasticity, forgetting, and bounded rehearsal in recurrent sequence models, together with numerically stable positive-decay renormalization, to remain competitive in language modeling and improve length extrapolation on variable-digit addition.

Yi-Fan Zhang, Steve Ta, Jasper Zhang et al. · 0 citations