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Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models


Jul 01, 2021
Robert L. Logan IV, Ivana Bala┼żevi─ç, Eric Wallace, Fabio Petroni, Sameer Singh, Sebastian Riedel


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CycleDRUMS: Automatic Drum Arrangement For Bass Lines Using CycleGAN


Apr 09, 2021
Giorgio Barnab├▓, Giovanni Trappolini, Lorenzo Lastilla, Cesare Campagnano, Angela Fan, Fabio Petroni, Fabrizio Silvestri

* 9 pages, 5 figures, submitted to IEEE Transactions on Multimedia, the authors contributed equally to this work 

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Multilingual Autoregressive Entity Linking


Mar 23, 2021
Nicola De Cao, Ledell Wu, Kashyap Popat, Mikel Artetxe, Naman Goyal, Mikhail Plekhanov, Luke Zettlemoyer, Nicola Cancedda, Sebastian Riedel, Fabio Petroni

* 20 pages, 8 figures, and 11 tables 

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NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned


Jan 01, 2021
Sewon Min, Jordan Boyd-Graber, Chris Alberti, Danqi Chen, Eunsol Choi, Michael Collins, Kelvin Guu, Hannaneh Hajishirzi, Kenton Lee, Jennimaria Palomaki, Colin Raffel, Adam Roberts, Tom Kwiatkowski, Patrick Lewis, Yuxiang Wu, Heinrich K├╝ttler, Linqing Liu, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel, Sohee Yang, Minjoon Seo, Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Edouard Grave, Ikuya Yamada, Sonse Shimaoka, Masatoshi Suzuki, Shumpei Miyawaki, Shun Sato, Ryo Takahashi, Jun Suzuki, Martin Fajcik, Martin Docekal, Karel Ondrej, Pavel Smrz, Hao Cheng, Yelong Shen, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, Barlas Oguz, Xilun Chen, Vladimir Karpukhin, Stan Peshterliev, Dmytro Okhonko, Michael Schlichtkrull, Sonal Gupta, Yashar Mehdad, Wen-tau Yih

* 26 pages 

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Multi-task Retrieval for Knowledge-Intensive Tasks


Jan 01, 2021
Jean Maillard, Vladimir Karpukhin, Fabio Petroni, Wen-tau Yih, Barlas O─čuz, Veselin Stoyanov, Gargi Ghosh


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A Memory Efficient Baseline for Open Domain Question Answering


Dec 30, 2020
Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Sebastian Riedel, Edouard Grave


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Generating Fact Checking Briefs


Nov 10, 2020
Angela Fan, Aleksandra Piktus, Fabio Petroni, Guillaume Wenzek, Marzieh Saeidi, Andreas Vlachos, Antoine Bordes, Sebastian Riedel


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Autoregressive Entity Retrieval


Oct 02, 2020
Nicola De Cao, Gautier Izacard, Sebastian Riedel, Fabio Petroni

* 18 pages, 6 figures, 8 tables 

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KILT: a Benchmark for Knowledge Intensive Language Tasks


Sep 04, 2020
Fabio Petroni, Aleksandra Piktus, Angela Fan, Patrick Lewis, Majid Yazdani, Nicola De Cao, James Thorne, Yacine Jernite, Vassilis Plachouras, Tim Rockt├Ąschel, Sebastian Riedel


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Video Understanding as Machine Translation


Jun 12, 2020
Bruno Korbar, Fabio Petroni, Rohit Girdhar, Lorenzo Torresani


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Concept Matching for Low-Resource Classification


Jun 01, 2020
Federico Errica, Ludovic Denoyer, Bora Edizel, Fabio Petroni, Vassilis Plachouras, Fabrizio Silvestri, Sebastian Riedel


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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks


May 22, 2020
Patrick Lewis, Ethan Perez, Aleksandara Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich K├╝ttler, Mike Lewis, Wen-tau Yih, Tim Rockt├Ąschel, Sebastian Riedel, Douwe Kiela


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How Context Affects Language Models' Factual Predictions


May 10, 2020
Fabio Petroni, Patrick Lewis, Aleksandra Piktus, Tim Rockt├Ąschel, Yuxiang Wu, Alexander H. Miller, Sebastian Riedel

* accepted at AKBC 2020 

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Zero-shot Entity Linking with Dense Entity Retrieval


Nov 10, 2019
Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel, Luke Zettlemoyer


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How Decoding Strategies Affect the Verifiability of Generated Text


Nov 09, 2019
Luca Massarelli, Fabio Petroni, Aleksandra Piktus, Myle Ott, Tim Rockt├Ąschel, Vassilis Plachouras, Fabrizio Silvestri, Sebastian Riedel


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Language Models as Knowledge Bases?


Sep 04, 2019
Fabio Petroni, Tim Rockt├Ąschel, Patrick Lewis, Anton Bakhtin, Yuxiang Wu, Alexander H. Miller, Sebastian Riedel

* accepted at EMNLP 2019 

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SAFE: Self-Attentive Function Embeddings for Binary Similarity


Nov 21, 2018
Luca Massarelli, Giuseppe Antonio Di Luna, Fabio Petroni, Leonardo Querzoni, Roberto Baldoni


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Unsupervised Features Extraction for Binary Similarity Using Graph Embedding Neural Networks


Oct 23, 2018
Roberto Baldoni, Giuseppe Antonio Di Luna, Luca Massarelli, Fabio Petroni, Leonardo Querzoni


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