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<!DOCTYPE html>
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<title>A Survey of Available Corpora for Building Data-Driven Dialogue Systems</title>
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<a href="http://www.cim.mcgill.ca/~mrl/" class="at">MRL</a>
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<a href="http://rl.cs.mcgill.ca/index.html" class="at">RLLAB</a>
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<a href="http://diro.umontreal.ca/accueil/" class="at">IRO</a>
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<a href="http://www.iulianserban.com/">Iulian Vlad Serban</a>
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<a href="http://cs.mcgill.ca/~rlowe1/">Ryan Lowe</a>
<br>
<a href="http://peterhenderson.co">Peter Henderson</a>
<br>
<a href="http://www.cs.toronto.edu/~lcharlin/">Laurent Charlin</a>
<br>
<a href="http://www.cs.mcgill.ca/~jpineau/">Joelle Pineau</a>
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<span class="mcgill">McGill</span>
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<div id="title">Papers</div>
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<div id="content">
<div class="article">
<div class="pub">
<div class="title">
A Survey of Available Corpora for Building Data-Driven Dialogue Systems
</div>
<div class="authors">
<span class="author"><a href="http://www.iulianserban.com/">Iulian Vlad Serban,</a></span>
<span class="author"><a href="http://cs.mcgill.ca/~rlowe1/">Ryan Lowe,</a></span>
<span class="author"><a href="http://peterhenderson.co">Peter Henderson,</a></span>
<span class="author"><a href="http://www.cs.toronto.edu/~lcharlin/">Laurent Charlin,</a></span>
<span class="author"><a href="http://www.cs.mcgill.ca/~jpineau/">Joelle Pineau</a></span>
</div>
<div class="figure">
<img width="50%" src="./tfthing_files/splash_image.png">
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<br>
<div class="caption">A basic outline of a dialog system.</div>
</div>
<div class="abstract">
<div class="heading">Abstract</div>
<div class="text">
During the past decade, several areas of speech and language understanding have witnessed substantial breakthroughs from the use of data-driven models. In the area of dialogue systems, the trend is less obvious, and most practical systems are still built through significant engineering and expert knowledge. Nevertheless, several recent results suggest that data-driven approaches are feasible and quite promising. To facilitate research in this area, we have carried out a wide survey of publicly available datasets suitable for data-driven learning of dialogue systems. We discuss important characteristics of these datasets, how they can be used to learn diverse dialogue strategies, and their other potential uses. We also examine methods for transfer learning between datasets and the use of external knowledge. Finally, we discuss appropriate choice of evaluation metrics for the learning objective.
</div>
</div>
<div class="materials">
<div class="heading">Materials</div>
<div class="links">
<a href="https://arxiv.org/abs/1512.05742" class="link at">[ PDF ]</a>
<!-- <a href="https://youtu.be/lOeSgG2aTwQ" class="link at">[ Video ] </a> -->
<a class="link at" href="https://raw-ghuser.fzsz.win/Breakend/about-me/master/_bibliography/singles/survey.bib">[ BibTeX ]</a>
<a class="link at" href="https://github.com/Breakend/DialogDatasets">[ Website Code ]</a>
<!-- <a class="link at" href="https://github.com/Breakend/AquaBoxDataset">[ Dataset ]</a> -->
<!-- | <span class="note">Best Paper Award</span></div> -->
</div>
<div class="citation">
<div class="heading">Acknowledgements</div>
The authors gratefully acknowledge financial support by the <b>Samsung Advanced Institute of Technology (SAIT)</b>, the <b>Natural Sciences and Engineering Research Council of Canada (NSERC)</b>, the <b>Canada Research Chairs</b>, the <b>Canadian Institute for Advanced Research (CIFAR)</b> and <b>Compute Canada</b>. Early versions of the manuscript benefited greatly from the proofreading of Melanie Lyman-Abramovitch, and later versions were extensively revised by Genevieve Fried and Nicolas Angelard-Gontier. The authors also thank Nissan Pow, Michael Noseworthy, Chia-Wei Liu, Gabriel Forgues, Alessandro Sordoni, Yoshua Bengio and Aaron Courville for helpful discussions.
</div>
<div class="citation">
<div class="heading">Citation</div>
<div class="paper">
<div class="thumbnail">
<img width="150px" style="padding-right: 5px;" src="./tfthing_files/citation_thumb.png">
</div>
<div class="entry" style="padding-top: 10px;">
<div class="title">
<a href="https://arxiv.org/abs/1512.05742" class="at">A Survey of Available Corpora for Building Data-Driven Dialogue Systems</a>
</div>
<div class="authors">
<span class="author"><a href="http://www.iulianserban.com/">Iulian Vlad Serban,</a></span>
<span class="author"><a href="http://cs.mcgill.ca/~rlowe1/">Ryan Lowe,</a></span>
<span class="author"><a href="http://peterhenderson.co">Peter Henderson,</a></span>
<span class="author"><a href="http://www.cs.toronto.edu/~lcharlin/">Laurent Charlin,</a></span>
<span class="author"><a href="http://www.cs.mcgill.ca/~jpineau/">Joelle Pineau</a></span>
</div>
<div class="venue"><span class="journal">ArXiv</span>, <span class="year">2017</span></div>
<!-- <div class="links"><a href="http://idl.cs.washington.edu/files/2018-TensorFlowGraph-VAST.pdf" class="link at">PDF</a> | <a href="https://vimeo.com/232930758" class="link at">Video</a> | <span class="note">Best Paper Award</span></div> -->
</div>
</div>
</div>
<div>
<div class="heading">References</div>
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