no code implementations • NAACL (DeeLIO) 2021 • Lisa Bauer, Lingjia Deng, Mohit Bansal
We examine the effect of domain-specific external knowledge variations on deep large scale language model performance.
no code implementations • EMNLP 2021 • Alexander Spangher, Jonathan May, Sz-Rung Shiang, Lingjia Deng
As labeling schemas evolve over time, small differences can render datasets following older schemas unusable.
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no code implementations • 2 Jan 2021 • Alexander Spangher, Jonathan May, Sz-Rung Shiang, Lingjia Deng
Small class-imbalanced datasets, common in many high-level semantic tasks like discourse analysis, present a particular challenge to current deep-learning architectures.
no code implementations • 23 Apr 2014 • Janyce Wiebe, Lingjia Deng
While previous sentiment analysis research has concentrated on the interpretation of explicitly stated opinions and attitudes, this work initiates the computational study of a type of opinion implicature (i. e., opinion-oriented inference) in text.