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Mega: Moving Average Equipped Gated Attention


Sep 26, 2022
Xuezhe Ma, Chunting Zhou, Xiang Kong, Junxian He, Liangke Gui, Graham Neubig, Jonathan May, Luke Zettlemoyer

* 13 pages, 4 figures and 7 tables. Fixed typos and added source code link 

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Non-Parametric Temporal Adaptation for Social Media Topic Classification


Sep 13, 2022
Fatemehsadat Mireshghallah, Nikolai Vogler, Junxian He, Omar Florez, Ahmed El-Kishky, Taylor Berg-Kirkpatrick


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Prompt Consistency for Zero-Shot Task Generalization


Apr 29, 2022
Chunting Zhou, Junxian He, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig

* Preprint. Code is available at https://github.com/violet-zct/swarm-distillation-zero-shot 

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Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval


Jan 28, 2022
Uri Alon, Frank F. Xu, Junxian He, Sudipta Sengupta, Dan Roth, Graham Neubig


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Towards a Unified View of Parameter-Efficient Transfer Learning


Oct 08, 2021
Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig

* under review 

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Capturing Structural Locality in Non-parametric Language Models


Oct 06, 2021
Frank F. Xu, Junxian He, Graham Neubig, Vincent J. Hellendoorn


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Dependency Induction Through the Lens of Visual Perception


Sep 20, 2021
Ruisi Su, Shruti Rijhwani, Hao Zhu, Junxian He, Xinyu Wang, Yonatan Bisk, Graham Neubig

* Accepted to CoNLL 2021 

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Efficient Nearest Neighbor Language Models


Sep 09, 2021
Junxian He, Graham Neubig, Taylor Berg-Kirkpatrick

* EMNLP 2021 

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CTRLsum: Towards Generic Controllable Text Summarization


Dec 08, 2020
Junxian He, Wojciech Kryściński, Bryan McCann, Nazneen Rajani, Caiming Xiong

* Preprint 

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On the Sentence Embeddings from Pre-trained Language Models


Nov 02, 2020
Bohan Li, Hao Zhou, Junxian He, Mingxuan Wang, Yiming Yang, Lei Li

* EMNLP 2020 

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