MIT Libraries logoDSpace@MIT

MIT
View Item 
  • DSpace@MIT Home
  • MIT Open Access Articles
  • MIT Open Access Articles
  • View Item
  • DSpace@MIT Home
  • MIT Open Access Articles
  • MIT Open Access Articles
  • View Item
JavaScript is disabled for your browser. Some features of this site may not work without it.

Good grief, i can speak it! Preliminary experiments in audio restaurant reviews

Author(s)
Polifroni, Joseph; Seneff, Stephanie; Branavan, Satchuthanan R.; Wang, Chao; Barzilay, Regina
Thumbnail
DownloadBarzilay-Good Grief.pdf (113.7Kb)
PUBLISHER_POLICY

Publisher Policy

Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.

Terms of use
Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.
Metadata
Show full item record
Abstract
In this paper, we introduce a new envisioned application for speech which allows users to enter restaurant reviews orally via their mobile device, and, at a later time, update a shared and growing database of consumer-provided information about restaurants. During the intervening period, a speech recognition and NLP based system has analyzed their audio recording both to extract key descriptive phrases and to compute sentiment ratings based on the evidence provided in the audio clip. We report here on our preliminary work moving towards this goal. Our experiments demonstrate that multi-aspect sentiment ranking works surprisingly well on speech output, even in the presence of recognition errors. We also present initial experiments on integrated sentence boundary detection and key phrase extraction from recognition output.
Date issued
2010-12
URI
http://hdl.handle.net/1721.1/74114
Department
Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Journal
Proceedings of the IEEE Spoken Language Technology Workshop (SLT), 2010
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Citation
Polifroni, Joseph et al. “Good Grief, i Can Speak It! Preliminary Experiments in Audio Restaurant Reviews.” IEEE Spoken Language Technology Workshop (SLT), 2010. 91–96. © Copyright 2010 IEEE
Version: Final published version
ISBN
978-1-4244-7902-3
978-1-4244-7904-7

Collections
  • MIT Open Access Articles

Browse

All of DSpaceCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

My Account

Login

Statistics

OA StatisticsStatistics by CountryStatistics by Department
MIT Libraries
PrivacyPermissionsAccessibilityContact us
MIT
Content created by the MIT Libraries, CC BY-NC unless otherwise noted. Notify us about copyright concerns.