182 citations · 1.2k across the 59 of their papers we have counts for
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cs.CL2021
A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations
Ziyi Yang, Yinfei Yang, Daniel Cer +1
Language agnostic and semantic-language information isolation is an emerging research direction for multilingual representations models. We explore this problem from a novel angle…
cs.CL2020★ 17 cited
Universal Sentence Representation Learning with Conditional Masked Language Model
Ziyi Yang, Yinfei Yang, Daniel Cer +2
This paper presents a novel training method, Conditional Masked Language Modeling (CMLM), to effectively learn sentence representations on large scale unlabeled corpora. CMLM integ…
cs.CL2019★ 1 cited
Out-of-Vocabulary Embedding Imputation with Grounded Language Information by Graph Convolutional Networks
Ziyi Yang, Chenguang Zhu, Vin Sachidananda +1
Due to the ubiquitous use of embeddings as input representations for a wide range of natural language tasks, imputation of embeddings for rare and unseen words is a critical proble…