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05/27/2022
Controllable Text Generation with Neurally-Decomposed Oracle
We propose a general and efficient framework to control auto-regressive ...
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05/23/2022
On the Paradox of Learning to Reason from Data
Logical reasoning is needed in a wide range of NLP tasks. Can a BERT mod...
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06/18/2020
An Integer Linear Programming Framework for Mining Constraints from Data
Various structured output prediction problems (e.g., sequential tagging)...
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05/13/2020
Mitigating Gender Bias Amplification in Distribution by Posterior Regularization
Advanced machine learning techniques have boosted the performance of nat...
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05/12/2020
On the Robustness of Language Encoders against Grammatical Errors
We conduct a thorough study to diagnose the behaviors of pre-trained lan...
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05/08/2020
SentiBERT: A Transferable Transformer-Based Architecture for Compositional Sentiment Semantics
We propose SentiBERT, a variant of BERT that effectively captures compos...
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09/03/2019