3.1k citations · 5k across the 42 of their papers we have counts for
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Jump to better conclusions: SCAN both left and right
Jasmijn Bastings, Marco Baroni, Jason Weston +2
Lake and Baroni (2018) recently introduced the SCAN data set, which consists of simple commands paired with action sequences and is intended to test the strong generalization abili…
Learning Continuous Hierarchies in the Lorentz Model of Hyperbolic Geometry
Maximilian Nickel, Douwe Kiela
We are concerned with the discovery of hierarchical relationships from large-scale unstructured similarity scores. For this purpose, we study different models of hyperbolic space a…
Talk the Walk: Navigating New York City through Grounded Dialogue
Harm de Vries, Kurt Shuster, Dhruv Batra +3
We introduce "Talk The Walk", the first large-scale dialogue dataset grounded in action and perception. The task involves two agents (a "guide" and a "tourist") that communicate vi…
Hearst Patterns Revisited: Automatic Hypernym Detection from Large Text Corpora
Stephen Roller, Douwe Kiela, Maximilian Nickel
Methods for unsupervised hypernym detection may broadly be categorized according to two paradigms: pattern-based and distributional methods. In this paper, we study the performance…
Dynamic Meta-Embeddings for Improved Sentence Representations
Douwe Kiela, Changhan Wang, Kyunghyun Cho
While one of the first steps in many NLP systems is selecting what pre-trained word embeddings to use, we argue that such a step is better left for neural networks to figure out by…
SentEval: An Evaluation Toolkit for Universal Sentence Representations
Alexis Conneau, Douwe Kiela
We introduce SentEval, a toolkit for evaluating the quality of universal sentence representations. SentEval encompasses a variety of tasks, including binary and multi-class classif…
Efficient Large-Scale Multi-Modal Classification
D. Kiela, E. Grave, A. Joulin +1
While the incipient internet was largely text-based, the modern digital world is becoming increasingly multi-modal. Here, we examine multi-modal classification where one modality i…
Personalizing Dialogue Agents: I have a dog, do you have pets too?
Saizheng Zhang, Emily Dinan, Jack Urbanek +3
Chit-chat models are known to have several problems: they lack specificity, do not display a consistent personality and are often not very captivating. In this work we present the…