Human language technologies

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

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发布日期

论文与出版物

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

论文与出版物

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

论文与出版物

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

论文与出版物

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

项目

论文与出版物

Leveraging Locality in Abstractive Text Summarization

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

EMNLP 2022 | December 2022

论文与出版物

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

论文与出版物

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

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

EMNLP 2022 | December 2022

项目

论文与出版物

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

论文与出版物

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

项目

论文与出版物

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

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