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Pathologies of Pre-trained Language Models in Few-shot Fine-tuning


Apr 17, 2022
Hanjie Chen, Guoqing Zheng, Ahmed Hassan Awadallah, Yangfeng Ji

* ACL 2022 Workshop on Insights from Negative Results in NLP 

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Knowledge Infused Decoding


Apr 06, 2022
Ruibo Liu, Guoqing Zheng, Shashank Gupta, Radhika Gaonkar, Chongyang Gao, Soroush Vosoughi, Milad Shokouhi, Ahmed Hassan Awadallah

* In ICLR 2022 

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CLUES: Few-Shot Learning Evaluation in Natural Language Understanding


Nov 04, 2021
Subhabrata Mukherjee, Xiaodong Liu, Guoqing Zheng, Saghar Hosseini, Hao Cheng, Greg Yang, Christopher Meek, Ahmed Hassan Awadallah, Jianfeng Gao

* NeurIPS 2021 Datasets and Benchmarks Track 

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A Conditional Generative Matching Model for Multi-lingual Reply Suggestion


Sep 15, 2021
Budhaditya Deb, Guoqing Zheng, Milad Shokouhi, Ahmed Hassan Awadallah


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MetaXT: Meta Cross-Task Transfer between Disparate Label Spaces


Sep 09, 2021
Srinagesh Sharma, Guoqing Zheng, Ahmed Hassan Awadallah


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WALNUT: A Benchmark on Weakly Supervised Learning for Natural Language Understanding


Aug 28, 2021
Guoqing Zheng, Giannis Karamanolakis, Kai Shu, Ahmed Hassan Awadallah


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A Dataset and Baselines for Multilingual Reply Suggestion


Jun 03, 2021
Mozhi Zhang, Wei Wang, Budhaditya Deb, Guoqing Zheng, Milad Shokouhi, Ahmed Hassan Awadallah

* ACL 2021 

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MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning


Apr 16, 2021
Mengzhou Xia, Guoqing Zheng, Subhabrata Mukherjee, Milad Shokouhi, Graham Neubig, Ahmed Hassan Awadallah

* 2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2021) 

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Self-Training with Weak Supervision


Apr 12, 2021
Giannis Karamanolakis, Subhabrata Mukherjee, Guoqing Zheng, Ahmed Hassan Awadallah

* Accepted to NAACL 2021 (Long Paper) 

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Learning with Weak Supervision for Email Intent Detection


May 26, 2020
Kai Shu, Subhabrata Mukherjee, Guoqing Zheng, Ahmed Hassan Awadallah, Milad Shokouhi, Susan Dumais

* ACM SIGIR 2020 
* 10 pages, 3 figures 

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Leveraging Multi-Source Weak Social Supervision for Early Detection of Fake News


Apr 03, 2020
Kai Shu, Guoqing Zheng, Yichuan Li, Subhabrata Mukherjee, Ahmed Hassan Awadallah, Scott Ruston, Huan Liu

* 17 pages, 5 figures, 4 tables 

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Meta Label Correction for Learning with Weak Supervision


Nov 10, 2019
Guoqing Zheng, Ahmed Hassan Awadallah, Susan Dumais


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Convolutional Normalizing Flows


Jul 09, 2018
Guoqing Zheng, Yiming Yang, Jaime Carbonell

* ICML 2018 Workshop on Theoretical Foundations and Applications of Deep Generative Models 

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Asymmetric Variational Autoencoders


Jul 09, 2018
Guoqing Zheng, Yiming Yang, Jaime Carbonell

* ICML 2018 Workshop on Theoretical Foundations and Applications of Deep Generative Models 

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Stochastic WaveNet: A Generative Latent Variable Model for Sequential Data


Jun 15, 2018
Guokun Lai, Bohan Li, Guoqing Zheng, Yiming Yang

* ICML 2018 Workshop 

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