Title | ||
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Semantic Parsing: Syntactic assurance to target sentence using LSTM Encoder CFG-Decoder. |
Abstract | ||
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Semantic parsing can be defined as the process of mapping natural language sentences into a machine interpretable, formal representation of its meaning. Semantic parsing using LSTM encoder-decoder neural networks have become promising approach. However, human automated translation of natural language does not provide grammaticality guarantees for the sentences generate such a guarantee is particularly important for practical cases where a data base query can cause critical errors if the sentence is ungrammatical. In this work, we propose an neural architecture called Encoder CFG-Decoder, whose output conforms to a given context-free grammar. Results are show for any implementation of such architecture display its correctness and providing benchmark accuracy levels better than the literature. |
Year | Venue | DocType |
---|---|---|
2018 | CoRR | Journal |
Volume | Citations | PageRank |
abs/1807.07108 | 0 | 0.34 |
References | Authors | |
0 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Fabiano Ferreira Luz | 1 | 0 | 0.68 |
Marcelo Finger | 2 | 30 | 10.09 |