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Author

Bo Wang

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#natural language process... Preprint Oct 2026

FidelityQ: Preserving Predictive Fidelity in Ultra-Low-Bit Language Model Quantization

Ultra-low-bit scalar quantization offers a regular arithmetic structure for efficient deployment of large language models, but preserving predictive behavior at extreme precision remains challenging: with only a few reconstruction levels, accurate weight representation must translate into consistent predictions from a...

Yu-Jie Chen, Wei-Yan Zheng, Yi-Wu Yao et al. · 0 citations
Preprint Aug 2026

Intent Speaks Louder: Controllable User Simulation Beyond Response Imitation

This work introduces UserIDA (User Intent-Directive Alignment), which exposes interaction intent as an explicit per-turn directive, and establishes per-turn intent control as a complementary dimension to response fidelity in user simulation.

Bo Wang, Ruixing Zhang, Yunqi Liu et al. · 0 citations

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