الباحثون

Tao Ren

المنشورات 2

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Shallow Queries, Mature Values: Depth-Asynchronous Self-Speculation for Looped Transformers

Guanghao Li, Zihan Su, Hao Yu وآخرون · 2026

Looped Transformers reuse a shared block across recurrent depths, making autoregressive decoding expensive because every generated token requires many sequential recurrent passes. Self-speculative decoders reduce this cost by drafting at an early depth and verifying at full depth, but typically bind draft computation t …

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Capable yet Parsimonious: Extracting and Characterizing Hidden Chain-of-Thought in Frontier Models

Xiaoyu Luo, Tao Ren, Wenrui Yu وآخرون · 2026

The rapid capability gains of frontier language models are widely attributed to improved reasoning abilities, yet this cannot be verified as raw CoT traces in closed-source systems are hidden. By registering a simple custom tool through a standard API feature, we induce frontier models to externalize intermediate reaso …

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