Author

Deshu Chen

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Conference Open access Sep 2026

Sprint or Delve: A Distribution-Aware Approach to Efficient Reasoning

The Powered Length Penalty (PLP) is proposed, an adaptive regularizer that penalizes redundancy in short sequences while gradually reducing penalties for longer sequences, preserving deep reasoning.

Ze-Hui Ling, De-Shu Chen, Hong-Wei Zhang et al. · Proceedings of the Thirty-Fi... · 0 citations