Search Results for author: Shiquan Yang

Found 3 papers, 2 papers with code

Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering

no code implementations20 May 2022 Shiquan Yang, Xinting Huang, Jey Han Lau, Sarah Erfani

Data artifacts incentivize machine learning models to learn non-transferable generalizations by taking advantage of shortcuts in the data, and there is growing evidence that data artifacts play a role for the strong results that deep learning models achieve in recent natural language processing benchmarks.

Contrastive Learning Dialogue Generation

An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue Generation

1 code implementation ACL 2022 Shiquan Yang, Rui Zhang, Sarah Erfani, Jey Han Lau

To obtain a transparent reasoning process, we introduce neuro-symbolic to perform explicit reasoning that justifies model decisions by reasoning chains.

Dialogue Generation Task-Oriented Dialogue Systems +1

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