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20172026
most citedPoly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring

163 citations · 212 across the 8 of their papers we have counts for

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Showing 2019Show all

5 papers · 1 filter

cs.CL2019★ 3 cited

Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack

Emily Dinan, Samuel Humeau, Bharath Chintagunta +1

The detection of offensive language in the context of a dialogue has become an increasingly important application of natural language processing. The detection of trolls in public…

cs.LO2019

Codensity Games for Bisimilarity

Yuichi Komorida, Shin-ya Katsumata, Nick Hu +2

Bisimilarity as an equivalence notion of systems has been central to process theory. Due to the recent rise of interest in quantitative systems (probabilistic, weighted, hybrid, et…

cs.CL2019★ 163 cited

Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring

Samuel Humeau, Kurt Shuster, Marie-Anne Lachaux +1

The use of deep pre-trained bidirectional transformers has led to remarkable progress in a number of applications (Devlin et al., 2018). For tasks that make pairwise comparisons be…

cs.CL2019

Learning to Speak and Act in a Fantasy Text Adventure Game

Jack Urbanek, Angela Fan, Siddharth Karamcheti +7

We introduce a large scale crowdsourced text adventure game as a research platform for studying grounded dialogue. In it, agents can perceive, emote, and act whilst conducting dial…

cs.CL2019

Reference-less Quality Estimation of Text Simplification Systems

Louis Martin, Samuel Humeau, Pierre-Emmanuel Mazaré +3

The evaluation of text simplification (TS) systems remains an open challenge. As the task has common points with machine translation (MT), TS is often evaluated using MT metrics su…