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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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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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MedDistant19: A Challenging Benchmark for Distantly Supervised Biomedical Relation Extraction


Apr 10, 2022
Saadullah Amin, Pasquale Minervini, David Chang, Günter Neumann, Pontus Stenetorp

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* Accepted by BioNLP'22 

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Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets


Mar 24, 2022
Yuxiang Wu, Matt Gardner, Pontus Stenetorp, Pradeep Dasigi

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* Accepted to ACL 2022 main conference 

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Models in the Loop: Aiding Crowdworkers with Generative Annotation Assistants


Dec 16, 2021
Max Bartolo, Tristan Thrush, Sebastian Riedel, Pontus Stenetorp, Robin Jia, Douwe Kiela

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Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks


Oct 06, 2021
Alan Jeffares, Qinghai Guo, Pontus Stenetorp, Timoleon Moraitis

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Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations


Oct 06, 2021
Yihong Chen, Pasquale Minervini, Sebastian Riedel, Pontus Stenetorp

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* AKBC 2021 

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Contrasting Human- and Machine-Generated Word-Level Adversarial Examples for Text Classification


Sep 09, 2021
Maximilian Mozes, Max Bartolo, Pontus Stenetorp, Bennett Kleinberg, Lewis D. Griffin

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* EMNLP 2021 

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Challenges in Generalization in Open Domain Question Answering


Sep 02, 2021
Linqing Liu, Patrick Lewis, Sebastian Riedel, Pontus Stenetorp

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