Semantic Consistency
metric
ID: semanticconsistency
Related Papers
A Semantically Consistent and Syntactically Variational Encoder-Decoder Framework for Paraphrase Generation
AbstractParaphrase generation aims to generate semantically consistent sentences with different syntactic realizations. Most of the recent studies rely on the typical encoder-decoder framework where the generation process is deterministic. However, …...
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model
AbstractThis paper introduces a new data augmentation method for neural machine translation that can enforce stronger semantic consistency both within and across languages. Our method is based on Conditional Masked …...
ValCAT: Variable-Length Contextualized Adversarial Transformations Using Encoder-Decoder Language Model
AbstractAdversarial texts help explore vulnerabilities in language models, improve model robustness, and explain their working mechanisms. However, existing word-level attack methods trap in a one-to-one attack pattern, i.e., only a …...