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XLNet: Generalized Autoregressive Pretraining for Language Understanding

Jun 19, 2019
Zhilin Yang, Zihang Dai, Yiming Yang, Jaime Carbonell, Ruslan Salakhutdinov, Quoc V. Le

* Pretrained models and code are available at https://github.com/zihangdai/xlnet 

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Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

Jan 18, 2019
Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc V. Le, Ruslan Salakhutdinov

* Code and pretrained models are available at https://github.com/kimiyoung/transformer-xl 

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HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Sep 25, 2018
Zhilin Yang, Peng Qi, Saizheng Zhang, Yoshua Bengio, William W. Cohen, Ruslan Salakhutdinov, Christopher D. Manning

* EMNLP 2018 long paper. The first three authors contribute equally. Data, code, and blog posts available at https://hotpotqa.github.io/ 

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Neural Cross-Lingual Named Entity Recognition with Minimal Resources

Sep 11, 2018
Jiateng Xie, Zhilin Yang, Graham Neubig, Noah A. Smith, Jaime Carbonell

* EMNLP 2018 long paper 

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GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations

Jul 02, 2018
Zhilin Yang, Jake Zhao, Bhuwan Dhingra, Kaiming He, William W. Cohen, Ruslan Salakhutdinov, Yann LeCun


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Neural Models for Reasoning over Multiple Mentions using Coreference

Apr 16, 2018
Bhuwan Dhingra, Qiao Jin, Zhilin Yang, William W. Cohen, Ruslan Salakhutdinov

* NAACL 2018 (Short Paper) 

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Mastering the Dungeon: Grounded Language Learning by Mechanical Turker Descent

Apr 16, 2018
Zhilin Yang, Saizheng Zhang, Jack Urbanek, Will Feng, Alexander H. Miller, Arthur Szlam, Douwe Kiela, Jason Weston


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Breaking the Softmax Bottleneck: A High-Rank RNN Language Model

Mar 02, 2018
Zhilin Yang, Zihang Dai, Ruslan Salakhutdinov, William W. Cohen

* ICLR Oral 2018 

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Differentiable Learning of Logical Rules for Knowledge Base Reasoning

Nov 27, 2017
Fan Yang, Zhilin Yang, William W. Cohen

* Accepted at NIPS 2017 

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Good Semi-supervised Learning that Requires a Bad GAN

Nov 03, 2017
Zihang Dai, Zhilin Yang, Fan Yang, William W. Cohen, Ruslan Salakhutdinov

* NIPS 2017 camera ready 

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Words or Characters? Fine-grained Gating for Reading Comprehension

Sep 11, 2017
Zhilin Yang, Bhuwan Dhingra, Ye Yuan, Junjie Hu, William W. Cohen, Ruslan Salakhutdinov

* Accepted as a conference paper at ICLR 2017 

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Semi-Supervised QA with Generative Domain-Adaptive Nets

Apr 22, 2017
Zhilin Yang, Junjie Hu, Ruslan Salakhutdinov, William W. Cohen

* Accepted as a long paper at ACL2017 

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Gated-Attention Readers for Text Comprehension

Apr 21, 2017
Bhuwan Dhingra, Hanxiao Liu, Zhilin Yang, William W. Cohen, Ruslan Salakhutdinov

* Accepted at ACL 2017 

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Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks

Mar 18, 2017
Zhilin Yang, Ruslan Salakhutdinov, William W. Cohen

* Accepted as a conference paper at ICLR 2017. This is an extended version of the original paper (https://arxiv.org/abs/1603.06270). The original paper proposes a new architecture, while this version focuses on transfer learning for a general model class 

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Linguistic Knowledge as Memory for Recurrent Neural Networks

Mar 07, 2017
Bhuwan Dhingra, Zhilin Yang, William W. Cohen, Ruslan Salakhutdinov


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A Probabilistic Framework for Location Inference from Social Media

Mar 01, 2017
Yujie Qian, Jie Tang, Zhilin Yang, Binxuan Huang, Wei Wei, Kathleen M. Carley


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Review Networks for Caption Generation

Oct 27, 2016
Zhilin Yang, Ye Yuan, Yuexin Wu, Ruslan Salakhutdinov, William W. Cohen

* NIPS 2016 

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Multi-Task Cross-Lingual Sequence Tagging from Scratch

Aug 09, 2016
Zhilin Yang, Ruslan Salakhutdinov, William Cohen


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Revisiting Semi-Supervised Learning with Graph Embeddings

May 26, 2016
Zhilin Yang, William W. Cohen, Ruslan Salakhutdinov

* ICML 2016 

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Multi-Modal Bayesian Embeddings for Learning Social Knowledge Graphs

Apr 20, 2016
Zhilin Yang, Jie Tang, William Cohen


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