Human language technologies

Advancing how machines understand and generate human language across speech, text, and translation.

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Published Date

Publication

Unsupervised Summarization with Customized Granularities

Ming Zhong, Yang Liu, Yuning Mao, Yichong Xu, Suyu Ge, Yizhu Jiao, Xingxing Zhang, Chenguang Zhu, Michael Zeng, Jiawei Han

Findings of Empirical Methods in Natural Language Processing (EMNLP), Abu Dhabi, the United Arab Emirates, 2022. | December 2022

Publication

Automatic Rule Induction for Efficient Semi-Supervised Learning

Reid Pryzant, Ziyi Yang, Yichong Xu, Chenguang Zhu, Michael Zeng

Findings of Empirical Methods in Natural Language Processing (EMNLP), Abu Dhabi, the United Arab Emirates, 2022 | December 2022

Publication

Leveraging Locality in Abstractive Text Summarization

Yixin Liu, Ansong Ni, Linyong Nan, Budhaditya Deb, Chenguang Zhu, Ahmed Awadallah, Dragomir Radev

EMNLP 2022 | December 2022

Publication

Task Compass: Scaling Multi-task Pre-training with Task Prefix

Zhuosheng Zhang, Shuohang Wang, Yichong Xu, Yuwei Fang, Wenhao Yu, Yang Liu, Hai Zhao, Chenguang Zhu, Michael Zeng

EMNLP 2022 | December 2022

Publication

XDoc: Unified Pre-training for Cross-Format Document Understanding

Jingye Chen, Tengchao Lv, Lei Cui, Cha Zhang, Furu Wei

EMNLP 2022 | December 2022

Project

Publication

FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training

Junyi Chai, Reid Pryzant, Victor Ye Dong, Konstantin Golobokov, Chenguang Zhu, Yi Liu

December 2022

Publication

LiteTransformerSearch: Training-free On-device Search for Efficient Autoregressive Language Models

Mojan Javaheripi, Shital Shah, Subhabrata (Subho) Mukherjee, Tomasz L. Religa, Caio C. T. Mendes, Gustavo H. de Rosa, Sébastien Bubeck, Farinaz Koushanfar, Debadeepta Dey

NeurIPS 2022 | December 2022

Project

Publication

AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models

Dongkuan Xu, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Awadallah, Jianfeng Gao

NeurIPS 2022 | December 2022

Project Project

Publication

Who Says Elephants Can’t Run: Bringing Large Scale MoE Models into Cloud Scale Production

Hany Hassan Awadalla, YOUNG JIN KIM

December 2022

Project

Publication

A Unified Encoder-Decoder Framework with Entity Memory

Zhihan Zhang, Wenhao Yu, Chenguang Zhu, Meng Jiang

Empirical Methods in Natural Language Processing (EMNLP), Abu Dhabi, the United Arab Emirates, 2022 | December 2022