Lightly Supervised Learning of Procedural Dialog Systems
Citations
37 citations
Cites background from "Lightly Supervised Learning of Proc..."
...Web click logs present an opportunity to learn semantic tagging models from large-scale and naturally occurring user interaction data (Volkova et al., 2013)....
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9 citations
Cites background or methods from "Lightly Supervised Learning of Proc..."
...This approach has been shown to be successful for Zettlemoyer’s work in the Microsoft Office domain [19], where the task knowledge came from Windows help pages that describe how to solve the users’ problems, including for example what information needs to be gathered from the user, and the dialogue manager used search query logs to learn how to best understand user statements and respond to them....
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...Building on Zettlemoyer’s research [19], a promising approach would be to build a NLP architecture that has two main components: a library of task knowledge that includes examples of possible conversational interactions and a dialogue manager that uses the task knowledge to decide how to best interact with users....
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References
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"Lightly Supervised Learning of Proc..." refers background in this paper
..., 2009), and learning paraphrases from crowdsourced captions of video snippets (Chen and Dolan, 2011)....
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814 citations
"Lightly Supervised Learning of Proc..." refers background in this paper
...Crucially, though, this annotation work can be carried out by non-specialists, and could even be crowdsourced (Bernstein et al., 2010)....
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751 citations
"Lightly Supervised Learning of Proc..." refers background in this paper
..., 2011), modeling users goals in a Windows domain (Horvitz et al., 1998), learning from conversational interaction (Artzi and Zettlemoyer, 2011), learning to sportscast (Chen and Mooney, 2011), learning from event streams (Liang et al....
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...…other grounded language problems, including understanding game strategy guides (Branavan et al., 2011), modeling users goals in a Windows domain (Horvitz et al., 1998), learning from conversational interaction (Artzi and Zettlemoyer, 2011), learning to sportscast (Chen and Mooney, 2011),…...
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723 citations