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Questions Are All You Need to Train a Dense Passage Retriever



Devendra Singh Sachan , Mike Lewis , Dani Yogatama , Luke Zettlemoyer , Joelle Pineau , Manzil Zaheer


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Emergent Abilities of Large Language Models



Jason Wei , Yi Tay , Rishi Bommasani , Colin Raffel , Barret Zoph , Sebastian Borgeaud , Dani Yogatama , Maarten Bosma , Denny Zhou , Donald Metzler , Ed H. Chi , Tatsunori Hashimoto , Oriol Vinyals , Percy Liang , Jeff Dean , William Fedus


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Language Models Can See: Plugging Visual Controls in Text Generation



Yixuan Su , Tian Lan , Yahui Liu , Fangyu Liu , Dani Yogatama , Yan Wang , Lingpeng Kong , Nigel Collier

* 20 pages, 5 figures, 5 tables 

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HighMMT: Towards Modality and Task Generalization for High-Modality Representation Learning



Paul Pu Liang , Yiwei Lyu , Xiang Fan , Shentong Mo , Dani Yogatama , Louis-Philippe Morency , Ruslan Salakhutdinov

* Code available at https://github.com/pliang279/HighMMT 

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A Contrastive Framework for Neural Text Generation



Yixuan Su , Tian Lan , Yan Wang , Dani Yogatama , Lingpeng Kong , Nigel Collier

* 22 pages, 8 figures, and 8 tables 

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Relational Memory Augmented Language Models



Qi Liu , Dani Yogatama , Phil Blunsom

* Accepted to TACL, pre MIT Press publication version 

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Balancing Average and Worst-case Accuracy in Multitask Learning



Paul Michel , Sebastian Ruder , Dani Yogatama

* Under review 

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ABC: Attention with Bounded-memory Control



Hao Peng , Jungo Kasai , Nikolaos Pappas , Dani Yogatama , Zhaofeng Wu , Lingpeng Kong , Roy Schwartz , Noah A. Smith


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Scale Efficiently: Insights from Pre-training and Fine-tuning Transformers



Yi Tay , Mostafa Dehghani , Jinfeng Rao , William Fedus , Samira Abnar , Hyung Won Chung , Sharan Narang , Dani Yogatama , Ashish Vaswani , Donald Metzler


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End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering



Devendra Singh Sachan , Siva Reddy , William Hamilton , Chris Dyer , Dani Yogatama

* Preprint 

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