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Churn Reduction via Distillation


Jun 04, 2021
Heinrich Jiang, Harikrishna Narasimhan, Dara Bahri, Andrew Cotter, Afshin Rostamizadeh


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Are Pre-trained Convolutions Better than Pre-trained Transformers?


May 07, 2021
Yi Tay, Mostafa Dehghani, Jai Gupta, Dara Bahri, Vamsi Aribandi, Zhen Qin, Donald Metzler

* Accepted to ACL 2021 

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Rethinking Search: Making Experts out of Dilettantes


May 05, 2021
Donald Metzler, Yi Tay, Dara Bahri, Marc Najork


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OmniNet: Omnidirectional Representations from Transformers


Mar 01, 2021
Yi Tay, Mostafa Dehghani, Vamsi Aribandi, Jai Gupta, Philip Pham, Zhen Qin, Dara Bahri, Da-Cheng Juan, Donald Metzler


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Locally Adaptive Label Smoothing for Predictive Churn


Feb 09, 2021
Dara Bahri, Heinrich Jiang


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Label Smoothed Embedding Hypothesis for Out-of-Distribution Detection


Feb 09, 2021
Dara Bahri, Heinrich Jiang, Yi Tay, Donald Metzler


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StructFormer: Joint Unsupervised Induction of Dependency and Constituency Structure from Masked Language Modeling


Dec 15, 2020
Yikang Shen, Yi Tay, Che Zheng, Dara Bahri, Donald Metzler, Aaron Courville


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Long Range Arena: A Benchmark for Efficient Transformers


Nov 08, 2020
Yi Tay, Mostafa Dehghani, Samira Abnar, Yikang Shen, Dara Bahri, Philip Pham, Jinfeng Rao, Liu Yang, Sebastian Ruder, Donald Metzler


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Surprise: Result List Truncation via Extreme Value Theory


Oct 19, 2020
Dara Bahri, Che Zheng, Yi Tay, Donald Metzler, Andrew Tomkins


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Efficient Transformers: A Survey


Sep 16, 2020
Yi Tay, Mostafa Dehghani, Dara Bahri, Donald Metzler


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Generative Models are Unsupervised Predictors of Page Quality: A Colossal-Scale Study


Aug 17, 2020
Dara Bahri, Yi Tay, Che Zheng, Donald Metzler, Cliff Brunk, Andrew Tomkins


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HyperGrid: Efficient Multi-Task Transformers with Grid-wise Decomposable Hyper Projections


Jul 12, 2020
Yi Tay, Zhe Zhao, Dara Bahri, Donald Metzler, Da-Cheng Juan


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Synthesizer: Rethinking Self-Attention in Transformer Models


May 02, 2020
Yi Tay, Dara Bahri, Donald Metzler, Da-Cheng Juan, Zhe Zhao, Che Zheng


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Deep k-NN for Noisy Labels


Apr 26, 2020
Dara Bahri, Heinrich Jiang, Maya Gupta

* Full paper (including supplemental) can be found at https://github.com/dbahri/deepknn 

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Choppy: Cut Transformer For Ranked List Truncation


Apr 26, 2020
Dara Bahri, Yi Tay, Che Zheng, Donald Metzler, Andrew Tomkins

* SIGIR 2020 

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Reverse Engineering Configurations of Neural Text Generation Models


Apr 13, 2020
Yi Tay, Dara Bahri, Che Zheng, Clifford Brunk, Donald Metzler, Andrew Tomkins

* ACL 2020 

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Sparse Sinkhorn Attention


Feb 26, 2020
Yi Tay, Dara Bahri, Liu Yang, Donald Metzler, Da-Cheng Juan


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