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Yau-Shian Wang

2 accepted papers

2023

PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification

ACL 2023long

We present PESCO, a novel contrastive learning framework that substantially improves the performance of zero-shot text classification. We formulate text classification as a neural text retrieval problem where each document is treated as a query, and the system learns the mapping from each query to t…

Cited by 17SourcePDFScholar
2018

Scalable Sentiment for Sequence-to-Sequence Chatbot Response with Performance Analysis

ICASSP 2018accepted

Conventional seq2seq chatbot models only try to find the sentences with the highest probabilities conditioned on the input sequences, without considering the sentiment of the output sentences. Some research works trying to modify the sentiment of the output sequences were reported. In this paper, we…

Cited by 0SourceScholar