Binxia Xu — accepted AI-conference papers

2025

Measuring Error Alignment for Decision-Making Systems

Binxia Xu, Antonis Bikakis, Daniel F.O. Onah, Andreas Vlachidis, Luke Dickens

AAAI 2025technical

Given that AI systems are set to play a pivotal role in future decision-making processes, their trustworthiness and reliability are of critical concern. Due to their scale and complexity, modern AI systems resist direct interpretation, and alternative ways are needed to establish trust in those syst…

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2020

Data Augmentation for Multiclass Utterance Classification – A Systematic Study

Binxia Xu, Siyuan Qiu, Jie Zhang, Yafang Wang, Xiaoyu Shen, Gerard de Melo

COLING 2020main

Utterance classification is a key component in many conversational systems. However, classifying real-world user utterances is challenging, as people may express their ideas and thoughts in manifold ways, and the amount of training data for some categories may be fairly limited, resulting in imbalan…

Cited by 23 Source ↗PDF ↗Scholar ↗