Author

Bo An

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#artificial intelligence Preprint Oct 2026

Consider, Then Choose: Order-Invariant Decisions in System One Models

System One models answer typed questions in a single forward pass and promise the same answer for the same input. For choice questions, this promise fails: the answer depends on the order of the options, increasingly so as they grow in number, and averaging over their cyclic shifts reduces this dependence without remov...

Jian-Guo Huang, Yao-Long Teng, Yan-Chen Deng et al. · 5 citations · ⚡1

#artificial intelligence Preprint Sep 2026

Hesitation-Aware On-Policy Distillation for Diffusion Language Models

Diffusion large language models (dLLMs) generate text by iterative unmasking. At each denoising step, a dLLM proposes a token at every masked position, but the decoder commits only a confident subset of these proposals. Trace-based on-policy distillation (TOPD) builds on this process by matching the student to a strong...

Jian-Guo Huang, Li-Peng Wan, Yan-Chen Deng et al. · 0 citations