Yung-Sung Chuang
3 papers in the PaperMetrix corpus
Papers by this author
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Dual Inference for Improving Language Understanding and Generation
2020 · arXiv (Cornell University)
Natural language understanding (NLU) and Natural language generation (NLG) tasks hold a strong dual relationship, where NLU aims at predicting semantic labels based on natural language utterances and NLG does the opposite. The prior work …
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DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models
2023 · arXiv (Cornell University)
Despite their impressive capabilities, large language models (LLMs) are prone to hallucinations, i.e., generating content that deviates from facts seen during pretraining. We propose a simple decoding strategy for reducing hallucinations with pretrained LLMs that …
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SUPERB: Speech Processing Universal PERformance Benchmark
2021
Self-supervised learning (SSL) has proven vital for advancing research in natural language processing (NLP) and computer vision (CV).The paradigm pretrains a shared model on large volumes of unlabeled data and achieves state-of-the-art (SOTA) for various …