85 citations · 633 across the 51 of their papers we have counts for
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cs.CL2021★ 16 cited
CSS-LM: A Contrastive Framework for Semi-supervised Fine-tuning of Pre-trained Language Models
Yusheng Su, Xu Han, Yankai Lin +5
Fine-tuning pre-trained language models (PLMs) has demonstrated its effectiveness on various downstream NLP tasks recently. However, in many low-resource scenarios, the conventiona…
math.OC2021
Asynchronous Distributed Optimization via Dual Decomposition and Block Coordinate Subgradient Methods
Yankai Lin, Iman Shames, Dragan Nesic
We study the problem of minimizing the sum of potentially non-differentiable convex cost functions with partially overlapping dependences in an asynchronous manner, where communica…
cs.CL2021★ 81 cited
Representation Learning for Natural Language Processing
Zhiyuan Liu, Yankai Lin, Maosong Sun
This book aims to review and present the recent advances of distributed representation learning for NLP, including why representation learning can improve NLP, how representation l…