Human language technologies

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

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公開日

Communication-efficient federated learning via knowledge distillation

Chuhan Wu, Fangzhao Wu, Lingjuan Lyu, Yongfeng Huang, Xing Xie

Nature Communications | April 2022, 巻13

公開日

Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling

Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)

NAACL 2022 | April 2022

公開日

METRO: Efficient Denoising Pretraining of Large Scale Autoencoding Language Models with Model Generated Signals

Payal Bajaj, Chenyan Xiong, Guolin Ke, Xiaodong Liu, Saurabh Tiwary, Tie-Yan Liu, Paul Bennett, Xia Song, Jianfeng Gao

April 2022

arXiv:2204.06644

公開日

Adversarial Retriever-Ranker for dense text retrieval

Hang Zhang, Yeyun Gong, Yelong Shen, Jiancheng Lv, Nan Duan, Weizhu Chen

ICLR 2022 | April 2022

公開日

EventBERT: A Pre-Trained Model for Event Correlation Reasoning

Yucheng Zhou, Xiubo Geng, Tao Shen, Guodong Long, Daxin Jiang (姜大昕)

TheWebConf 2022 | April 2022

公開日

Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners

Shashank Gupta, Subhabrata (Subho) Mukherjee, Krishan Subudhi, Eduardo Gonzalez, Damien Jose, Ahmed Awadallah, Jianfeng Gao

ArXiv | April 2022

公開日

Knowledge Infused Decoding

Ruibo Liu, Guoqing Zheng, Shashank Gupta, Radhika Gaonkar, Chongyang Gao, Soroush Vosoughi, Milad Shokouhi, Ahmed Awadallah

ICLR 2022 | April 2022

Github

公開日

Taming Sparsely Activated Transformer with Stochastic Experts

Simiao Zuo, Xiaodong Liu, Jian Jiao, Young Jin Kim, Hany Hassan Awadalla, Ruofei Zhang, Tuo Zhao, Jianfeng Gao

ICLR 2022 | April 2022

プロジェクト

公開日

LoRA: Low-Rank Adaptation of Large Language Models

Edward J. Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, Weizhu Chen

ICLR 2022 | April 2022

動画 Github プロジェクト

公開日

LiST: Lite Prompted Self-training Makes Parameter-efficient Few-shot Learners

Yaqing Wang, Subhabrata (Subho) Mukherjee, Xiaodong Liu, Jing Gao, Ahmed Awadallah, Jianfeng Gao

NAACL 2022 | April 2022

Github プロジェクトプロジェクト