12 citations · 16 across the 4 of their papers we have counts for
5 papers
Challenges in Automated Debiasing for Toxic Language Detection
Xuhui Zhou, Maarten Sap, Swabha Swayamdipta +2
Biased associations have been a challenge in the development of classifiers for detecting toxic language, hindering both fairness and accuracy. As potential solutions, we investiga…
Linguistically-Informed Transformations (LIT): A Method for Automatically Generating Contrast Sets
Chuanrong Li, Lin Shengshuo, Leo Z. Liu +3
Although large-scale pretrained language models, such as BERT and RoBERTa, have achieved superhuman performance on in-distribution test sets, their performance suffers on out-of-di…
Multilevel Text Alignment with Cross-Document Attention
Xuhui Zhou, Nikolaos Pappas, Noah A. Smith
Text alignment finds application in tasks such as citation recommendation and plagiarism detection. Existing alignment methods operate at a single, predefined level and cannot lear…
RPD: A Distance Function Between Word Embeddings
Xuhui Zhou, Zaixiang Zheng, Shujian Huang
It is well-understood that different algorithms, training processes, and corpora produce different word embeddings. However, less is known about the relation between different embe…
Evaluating Commonsense in Pre-trained Language Models
Xuhui Zhou, Yue Zhang, Leyang Cui +1
Contextualized representations trained over large raw text data have given remarkable improvements for NLP tasks including question answering and reading comprehension. There have…