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When Does Syntax Mediate Neural Language Model Performance? Evidence from Dropout Probes


Apr 20, 2022
Mycal Tucker, Tiwalayo Eisape, Peng Qian, Roger Levy, Julie Shah


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Controlled Evaluation of Grammatical Knowledge in Mandarin Chinese Language Models


Sep 22, 2021
Yiwen Wang, Jennifer Hu, Roger Levy, Peng Qian

* To appear in the Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021) 

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Structural Guidance for Transformer Language Models


Jul 30, 2021
Peng Qian, Tahira Naseem, Roger Levy, Ramón Fernandez Astudillo

* To be issued as paper revision for ACL 2021 

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Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection


Jul 24, 2021
Zhenguang Liu, Peng Qian, Xiaoyang Wang, Yuan Zhuang, Lin Qiu, Xun Wang

* This paper has been accepted by TKDE 2021 

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Smart Contract Vulnerability Detection: From Pure Neural Network to Interpretable Graph Feature and Expert Pattern Fusion


Jun 17, 2021
Zhenguang Liu, Peng Qian, Xiang Wang, Lei Zhu, Qinming He, Shouling Ji

* This paper has been accepted by IJCAI 2021 

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What if This Modified That? Syntactic Interventions via Counterfactual Embeddings


May 28, 2021
Mycal Tucker, Peng Qian, Roger Levy


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Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models


Oct 12, 2020
Ethan Wilcox, Peng Qian, Richard Futrell, Ryosuke Kohita, Roger Levy, Miguel Ballesteros

* To appear at EMNLP 2020 

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On the Predictive Power of Neural Language Models for Human Real-Time Comprehension Behavior


Jun 02, 2020
Ethan Gotlieb Wilcox, Jon Gauthier, Jennifer Hu, Peng Qian, Roger Levy

* To Appear at CogSci 2020 

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A Systematic Assessment of Syntactic Generalization in Neural Language Models


May 23, 2020
Jennifer Hu, Jon Gauthier, Peng Qian, Ethan Wilcox, Roger P. Levy

* To appear in the Proceedings of the Association for Computational Linguistics (ACL 2020) 

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