Human language technologies

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

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公開日

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

公開日

Text Embeddings by Weakly-Supervised Contrastive Pre-training

Liang Wang, Nan Yang, Xiaolong Huang, Binxing Jiao, Linjun Yang, Daxin Jiang (姜大昕), Rangan Majumder, Furu Wei

December 2022

公開日

DeepGen: Diverse Search Ad Generation and Real-Time Customization

Konstantin Golobokov, Junyi Chai, Victor Ye Dong, Mandy Gu, Bingyu Chi, Jie Cao, Yulan Yan, Yi Liu

EMNLP 2022 | December 2022

公開日

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases

Yiheng Shu, Zhiwei Yu, Yuhan Li, Börje F. Karlsson, Tingting Ma, Yuzhong Qu, Chin-Yew Lin

The 2022 Conference on Empirical Methods in Natural Language Processing | December 2022

プロジェクト

公開日

Leveraging Locality in Abstractive Text Summarization

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

EMNLP 2022 | December 2022

公開日

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

公開日

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

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

EMNLP 2022 | December 2022

プロジェクト

公開日

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

公開日

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

Hany Hassan Awadalla, YOUNG JIN KIM

December 2022

プロジェクト

公開日

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