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Shengyu Zhu

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Preprint Nov 2026

Learning When to Think Aloud in Latent Reasoning

VITAL is an importance-guided hybrid reasoning framework that selectively verbalizes informative tokens as reasoning anchors while keeping most computation latent, and achieves higher reasoning accuracy with substantially shorter reasoning trajectories on Qwen3-1.7B.

Zhe-Hao Zhou, Tong Su, Sheng-Yu Zhu et al. · 1 citation
#natural language process... Preprint Jul 2026

ZenGen: Social Mind for LLMs

ZenGen, an integrated framework for measuring, internalizing, and grounding social intelligence, and Actio, a harness-controlled inference architecture that routes four typed supports into reasoning demonstrate the effectiveness of typed runtime support.

ZenGen Team, Xiang Ao, Jingping Bi et al. · 0 citations

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