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Tinglong Liao

2 accepted papers

2023

Linguistic representations for fewer-shot relation extraction across domains

ACL 2023long

Recent work has demonstrated the positive impact of incorporating linguistic representations as additional context and scaffolds on the in-domain performance of several NLP tasks. We extend this work by exploring the impact of linguistic representations on cross-domain performance in a few-shot tran…

2022

Robust Unstructured Knowledge Access in Conversational Dialogue with ASR Errors

ICASSP 2022accepted

Performance of spoken language understanding (SLU) can be degraded with automatic speech recognition (ASR) errors. We propose a novel approach to improve SLU robustness by randomly corrupting clean training text with an ASR error simulator, followed by self-correcting the errors and minimizing the t…

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