Name
Title | ||
|---|---|---|
Generalization of discriminative approaches for speech language understanding in a multilingual context |
Abstract | ||
|---|---|---|
Probabilistic approaches are now widespread in the various applications of natural language processing and elicitation of a particular approach usually depends on the task at hand. Targeting multilingual interpretation of speech, this paper presents a comparison between the state-of-the-art methods used for machine translation and speech understanding. This comparison justifies our proposition of a unified framework to perform a joint decoding which translates a sentence and assigns semantic tags to this translation in the same process. The decoding is achieved using a cascade of finite-state transducers allowing to compose translation and understanding hypothesis graphs. This representation is favorable as it can be generalized to allow rich transmission of information between the components of a human-machine vocal interface. |
Year | DOI | Venue |
|---|---|---|
2013 | 10.1007/978-3-642-39593-2_11 | SLSP |
Keywords | Field | DocType |
hypothesis graph,finite-state transducers,natural language processing,particular approach,multilingual context,speech understanding,speech language understanding,human-machine vocal interface,machine translation,multilingual interpretation,joint decoding,probabilistic approach,discriminative approach | Proposition,Computer science,Machine translation,Speech recognition,Semantic HTML,Artificial intelligence,Natural language processing,Probabilistic logic,Decoding methods,Sentence,Discriminative model,Language understanding | Conference |
Citations | PageRank | References |
1 | 0.35 | 28 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Bassam Jabaian | 1 | 28 | 7.00 |
| Fabrice Lefèvre | 2 | 185 | 26.62 |
| laurent besacier | 3 | 696 | 102.67 |