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Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification

Yi Zhu, Ehsan Shareghi, Yingzhen Li, Roi Reichart, Anna Korhonen
2021 Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume   unpublished
Compared to strong supervised learning baselines, our semi-supervised classification framework is highly competitive and outperforms the state-of-the-art counterparts in lowresource settings across several  ...  Semi-supervised learning through deep generative models and multi-lingual pretraining techniques have orchestrated tremendous success across different areas of NLP.  ...  The first author would like to thank Victor Prokhorov and Xiaoyu Shen for their comments on this work. The authors would like to thank the three anonymous reviewers for their helpful suggestions.  ... 
doi:10.18653/v1/2021.eacl-main.76 fatcat:fokp3wwhebh4pod55tsfcmcyby

Basics of Employment Discrimination Law for Law Clerks a broadcast from the federal judicial center and the aba's labor & employment law section Faculty

Jana Howard, Carey Venable, Mark Howard, Lewis Morgan, Bockius, Wendy Llp, Kahn Zwerdling, Kahn Paul, Richard Wolly, Heimann Lieff, Peter Bernstein, Zinober Zinober (+1 others)
L. 101-336, 104 Stat.328, enacted July 26, 1990).  ...  Title I is enforced by the Equal Employment Opportunity Commission ("EEOC") 2 and was signed into law on July 26, 1990.  ...  ., 148 F.3d 149, 169 (2d Cir. 1998 ); Downes v.  ... 

No Game for Boys to Play Debating the Safety of Youth Football, 1945-2015

Kathleen Elizabeth Bachynski
Tackle football has been one of the most popular sports for boys in the United States since the mid-twentieth century.  ...  Their arguments over the risks and benefits of youth football involved not only the sport's effects on physical health, but also on social and emotional well-being.  ...  Yet when it was originally published, the research did not have a dramatic effect on broader debates over the safety of youth football.  ... 
doi:10.7916/d8p55njw fatcat:dhne6kdkxra4fngbcvlat34cey