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Is margin all you need? An extensive empirical study of active learning on tabular data


Oct 07, 2022
Dara Bahri, Heinrich Jiang, Tal Schuster, Afshin Rostamizadeh

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Confident Adaptive Language Modeling


Jul 14, 2022
Tal Schuster, Adam Fisch, Jai Gupta, Mostafa Dehghani, Dara Bahri, Vinh Q. Tran, Yi Tay, Donald Metzler

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Unifying Language Learning Paradigms


May 10, 2022
Yi Tay, Mostafa Dehghani, Vinh Q. Tran, Xavier Garcia, Dara Bahri, Tal Schuster, Huaixiu Steven Zheng, Neil Houlsby, Donald Metzler

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ED2LM: Encoder-Decoder to Language Model for Faster Document Re-ranking Inference


Apr 25, 2022
Kai Hui, Honglei Zhuang, Tao Chen, Zhen Qin, Jing Lu, Dara Bahri, Ji Ma, Jai Prakash Gupta, Cicero Nogueira dos Santos, Yi Tay, Don Metzler

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* Findings of ACL 2022 

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Transformer Memory as a Differentiable Search Index


Feb 16, 2022
Yi Tay, Vinh Q. Tran, Mostafa Dehghani, Jianmo Ni, Dara Bahri, Harsh Mehta, Zhen Qin, Kai Hui, Zhe Zhao, Jai Gupta, Tal Schuster, William W. Cohen, Donald Metzler

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ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning


Nov 22, 2021
Vamsi Aribandi, Yi Tay, Tal Schuster, Jinfeng Rao, Huaixiu Steven Zheng, Sanket Vaibhav Mehta, Honglei Zhuang, Vinh Q. Tran, Dara Bahri, Jianmo Ni, Jai Gupta, Kai Hui, Sebastian Ruder, Donald Metzler

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Sharpness-Aware Minimization Improves Language Model Generalization


Oct 16, 2021
Dara Bahri, Hossein Mobahi, Yi Tay

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Charformer: Fast Character Transformers via Gradient-based Subword Tokenization


Jul 02, 2021
Yi Tay, Vinh Q. Tran, Sebastian Ruder, Jai Gupta, Hyung Won Chung, Dara Bahri, Zhen Qin, Simon Baumgartner, Cong Yu, Donald Metzler

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SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption


Jun 29, 2021
Dara Bahri, Heinrich Jiang, Yi Tay, Donald Metzler

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