Author

Kunbin Xu

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Preprint Aug 2026

Hi-TTRL: Regulating Consensus with Hints for Test-Time Reinforcement Learning

Experiments on multiple datasets and backbones show that Hi-TTRL consistently improves over standard TTRL, with ablations and consensus-steering analyses validating the effectiveness of adaptive hint-guided consensus regulation.

Kunbin Xu, Xingzuo Li, Xue-Feng Bai et al. · 1 citation