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Douwe Kiela
Researcher at Facebook
Publications - 153
Citations - 11846
Douwe Kiela is an academic researcher from Facebook. The author has contributed to research in topics: Natural language & Computer science. The author has an hindex of 45, co-authored 152 publications receiving 8464 citations. Previous affiliations of Douwe Kiela include University of Cambridge & Katholieke Universiteit Leuven.
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Generating Interactive Worlds with Text
Angela Fan,Jack Urbanek,Pratik Ringshia,Emily Dinan,Emma Qian,Siddharth Karamcheti,Shrimai Prabhumoye,Douwe Kiela,Tim Rocktäschel,Arthur Szlam,Jason Weston +10 more
TL;DR: This work introduces neural network based models to compositionally arrange locations, characters, and objects into a coherent whole and shows that the game environments created with this approach are cohesive, diverse, and preferred by human evaluators compared to other machine learning based world construction algorithms.
Journal ArticleDOI
Deep Artificial Neural Networks Reveal a Distributed Cortical Network Encoding Propositional Sentence-Level Meaning.
Andrew J. Anderson,Douwe Kiela,Jeffrey R. Binder,Leonardo Fernandino,Colin Humphries,Lisa L. Conant,Rajeev D. S. Raizada,Scott Grimm,Edmund C. Lalor +8 more
TL;DR: InferSent as mentioned in this paper uses a recurrent deep artificial neural network (RNN) trained on a sentence inference task to transform word vectors into unified propositional sentence representations suitable for evaluating intersentence entailment relations.
Proceedings ArticleDOI
I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling
TL;DR: The authors introduce the DialoguE COntradiction DEtection task (DECODE) and a new conversational dataset containing both human-human and human-bot contradictory dialogues.
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Dynabench: Rethinking Benchmarking in NLP
Douwe Kiela,Max Bartolo,Yixin Nie,Divyansh Kaushik,Atticus Geiger,Zhengxuan Wu,Bertie Vidgen,Grusha Prasad,Amanpreet Singh,Pratik Ringshia,Zhiyi Ma,Tristan Thrush,Sebastian Riedel,Zeerak Waseem,Pontus Stenetorp,Robin Jia,Mohit Bansal,Christopher Potts,Adina Williams +18 more
TL;DR: Dynabench as mentioned in this paper is an open-source platform for dynamic dataset creation and model benchmarking that allows annotators to create examples that a target model will misclassify, but that another person will not.
Posted Content
Why Build an Assistant in Minecraft
Arthur Szlam,Jonathan Gray,Kavya Srinet,Yacine Jernite,Armand Joulin,Gabriel Synnaeve,Douwe Kiela,Haonan Yu,Zhuoyuan Chen,Siddharth Goyal,Demi Guo,Danielle Rothermel,C. Lawrence Zitnick,Jason Weston +13 more
TL;DR: A rationale for a research program aimed at building an open "assistant" in the game Minecraft, in order to make progress on the problems of natural language understanding and learning from dialogue.