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Task-aware Retrieval with Instructions


Nov 16, 2022
Akari Asai, Timo Schick, Patrick Lewis, Xilun Chen, Gautier Izacard, Sebastian Riedel, Hannaneh Hajishirzi, Wen-tau Yih

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An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks


Oct 30, 2022
Yuxiang Wu, Yu Zhao, Baotian Hu, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel

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* EMNLP 2022 main conference long paper. 8 pages, 6 figures 

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Query Expansion Using Contextual Clue Sampling with Language Models


Oct 13, 2022
Linqing Liu, Minghan Li, Jimmy Lin, Sebastian Riedel, Pontus Stenetorp

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EditEval: An Instruction-Based Benchmark for Text Improvements


Sep 27, 2022
Jane Dwivedi-Yu, Timo Schick, Zhengbao Jiang, Maria Lomeli, Patrick Lewis, Gautier Izacard, Edouard Grave, Sebastian Riedel, Fabio Petroni

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PEER: A Collaborative Language Model


Aug 24, 2022
Timo Schick, Jane Dwivedi-Yu, Zhengbao Jiang, Fabio Petroni, Patrick Lewis, Gautier Izacard, Qingfei You, Christoforos Nalmpantis, Edouard Grave, Sebastian Riedel

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Few-shot Learning with Retrieval Augmented Language Models


Aug 08, 2022
Gautier Izacard, Patrick Lewis, Maria Lomeli, Lucas Hosseini, Fabio Petroni, Timo Schick, Jane Dwivedi-Yu, Armand Joulin, Sebastian Riedel, Edouard Grave

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ReFactorGNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective


Jul 21, 2022
Yihong Chen, Pushkar Mishra, Luca Franceschi, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel

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Improving Wikipedia Verifiability with AI


Jul 08, 2022
Fabio Petroni, Samuel Broscheit, Aleksandra Piktus, Patrick Lewis, Gautier Izacard, Lucas Hosseini, Jane Dwivedi-Yu, Maria Lomeli, Timo Schick, Pierre-Emmanuel Mazaré, Armand Joulin, Edouard Grave, Sebastian Riedel

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EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and Indexing


May 25, 2022
Nora Kassner, Fabio Petroni, Mikhail Plekhanov, Sebastian Riedel, Nicola Cancedda

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Lifting the Curse of Multilinguality by Pre-training Modular Transformers


May 12, 2022
Jonas Pfeiffer, Naman Goyal, Xi Victoria Lin, Xian Li, James Cross, Sebastian Riedel, Mikel Artetxe

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* NAACL 2022 

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