| Presentation | 2009-01-29 Error Detection in Speech Recognition using CRF Based on Various Linguistic Features Tomohiko MATSUMOTO, Atsushi SAKO, Tetsuya TAKIGUCHI, Yasuo ARIKI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, a learning method of n-gram showing error tendency is focused on. In this method, it is difficult to learn low frequency n-gram appropriately. On the other hand, error detection method for content words was proposed that uses semantic similarity in neighboring recognition result. In this paper, we especially examine semantic score and propose a method for speech recognition error detection that integrates these information. As a result of evaluation experiment using the Corpus of Spontaneous Japanese, error detecting performance was improved for content words in particular. Moreover, semantic score is effectively used by combining with term-weight. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Speech Recognition Error Detection / Confidence Measure / Linguistic feature / Semantic feature / CRF |
| Paper # | SP2008-127 |
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| Conference Information | |
| Committee | SP |
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| Conference Date | 2009/1/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Speech (SP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Error Detection in Speech Recognition using CRF Based on Various Linguistic Features |
| Sub Title (in English) | |
| Keyword(1) | Speech Recognition Error Detection |
| Keyword(2) | Confidence Measure |
| Keyword(3) | Linguistic feature |
| Keyword(4) | Semantic feature |
| Keyword(5) | CRF |
| 1st Author's Name | Tomohiko MATSUMOTO |
| 1st Author's Affiliation | Graduate School of Engineering, Kobe University() |
| 2nd Author's Name | Atsushi SAKO |
| 2nd Author's Affiliation | Graduate School of Engineering, Kobe University |
| 3rd Author's Name | Tetsuya TAKIGUCHI |
| 3rd Author's Affiliation | Organization of Advanced Science and Technology, Kobe University |
| 4th Author's Name | Yasuo ARIKI |
| 4th Author's Affiliation | Organization of Advanced Science and Technology, Kobe University |
| Date | 2009-01-29 |
| Paper # | SP2008-127 |
| Volume (vol) | vol.108 |
| Number (no) | 422 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |