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20212026
most citedUnderstanding and Testing Generalization of Deep Networks on Out-of-Distribution Data

4 citations · 9 across the 9 of their papers we have counts for

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cs.CL2025

LLM-Driven Preference Data Synthesis for Proactive Prediction of the Next User Utterance in Human-Machine Dialogue

Jinqiang Wang, Huansheng Ning, Jianguo Ding +3

Proactively predicting a users next utterance in human-machine dialogue can streamline interaction and improve user experience. Existing commercial API-based solutions are subject…

cs.CL2025

A Data Synthesis Method Driven by Large Language Models for Proactive Mining of Implicit User Intentions in Tourism

Jinqiang Wang, Huansheng Ning, Tao Zhu +1

In the tourism domain, Large Language Models (LLMs) often struggle to mine implicit user intentions from tourists' ambiguous inquiries and lack the capacity to proactively guide us…