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Author

Yan-Fang Ye

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#artificial intelligence Preprint Sep 2026

Beyond Oracle Communication: Benchmarking Interactive Intent Alignment Under Miscommunication and Evolving User Intent

Modern LLM agents increasingly tackle complex tasks through interactive, long-horizon exchanges with users, while existing benchmarks generally assume that users always accurately and sufficiently communicate a fixed intent. However, this oracle communication assumption rarely holds in practice: users may miscommunicat...

Zhe-Yuan Zhang, M. Chao, Ke Xiao et al. · 3 citations

SpecAlign: Efficient Specification-Grounded Alignment of Large Language Models via Synthetic Data

This paper proposes specification-grounded alignment, a new alignment paradigm that treats provider-authored model specifications as the primary alignment target rather than abstract principles or static benchmarks, and introduces SpecAlign, a framework that synthesizes alignment data directly from specification docume...

Wenjie Wang, Yue Huang, Zheng-Qing Yuan et al. · 4 citations

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