Part 3: Practical Tasks With AllenNLP
Semantic Parsing: Intro and Seq2Seq Model
This chapter describes the problem of semantic parsing—mapping language to executable programs—and how to build a simple seq2seq semantic parser with AllenNLP.
1Semantic parsing
2A toy task: Natural Language Arithmetic
3Semantic parsing as machine translation
4Implementing a seq2seq model
5Training
6Decoding
7Further reading
-
"Semantic parsing" is also used to refer to non-executable meaning representations, like AMR or semantic dependencies. In this series of chapters on semantic parsing, we're referring exclusively to the executable kind of meaning representation.
↩