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Improving the Adversarial Robustness of NLP Models by Information Bottleneck



Cenyuan Zhang , Xiang Zhou , Yixin Wan , Xiaoqing Zheng , Kai-Wei Chang , Cho-Jui Hsieh

* Findings of the Association for Computational Linguistics: ACL 2022, 3588-3598 

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Semantic Probabilistic Layers for Neuro-Symbolic Learning



Kareem Ahmed , Stefano Teso , Kai-Wei Chang , Guy Van den Broeck , Antonio Vergari


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Controllable Text Generation with Neurally-Decomposed Oracle



Tao Meng , Sidi Lu , Nanyun Peng , Kai-Wei Chang

* Submitted to Neurips 2022 

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DisinfoMeme: A Multimodal Dataset for Detecting Meme Intentionally Spreading Out Disinformation



Jingnong Qu , Liunian Harold Li , Jieyu Zhao , Sunipa Dev , Kai-Wei Chang


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A Simple and Unified Tagging Model with Priming for Relational Structure Predictions



I-Hung Hsu , Kuan-Hao Huang , Shuning Zhang , Wenxin Cheng , Premkumar Natarajan , Kai-Wei Chang , Nanyun Peng


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GENEVA: Pushing the Limit of Generalizability for Event Argument Extraction with 100+ Event Types



Tanmay Parekh , I-Hung Hsu , Kuan-Hao Huang , Kai-Wei Chang , Nanyun Peng

* 13 pages, 10 figures 

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On the Paradox of Learning to Reason from Data



Honghua Zhang , Liunian Harold Li , Tao Meng , Kai-Wei Chang , Guy Van den Broeck

* Table 1 & 2 numbers were out-dated in v1; we have updated them; the observations and conclusions remain unchanged 

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GeoMLAMA: Geo-Diverse Commonsense Probing on Multilingual Pre-Trained Language Models



Da Yin , Hritik Bansal , Masoud Monajatipoor , Liunian Harold Li , Kai-Wei Chang


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Conditional Supervised Contrastive Learning for Fair Text Classification



Jianfeng Chi , William Shand , Yaodong Yu , Kai-Wei Chang , Han Zhao , Yuan Tian


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