Spurious Correlation

AbstractInformation Extraction (IE) aims to extract structural information from unstructured texts. In practice, long-tailed distributions caused by the selection bias of a dataset may lead to incorrect correlations, also known …...

Despite the recent advancement in NLP re- search, cross-lingual transfer for natural lan- guage generation is relatively understudied. In this work, we transfer supervision from high resource language (HRL) to …...

AbstractRationalization is to employ a generator and a predictor to construct a self-explaining NLP model in which the generator selects a subset of human-intelligible pieces of the input text to …...

AbstractTo align conditional text generation model outputs with desired behaviors, there has been an increasing focus on training the model using reinforcement learning (RL) with reward functions learned from human …...