Semantic Parsing with Semi-Supervised Sequential Autoencoders
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Abstract (arXiv)
We present a novel semi-supervised approach for sequence transduction and apply it to semantic parsing. The unsupervised component is based on a generative model in which latent sentences generate the unpaired logical forms. We apply this method to a number of semantic parsing tasks focusing on domains with limited access to labelled training data and extend those datasets with synthetically generated logical forms.
Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Sep 2016.
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Citing papers per year: 2021: 7; 2022: 2; 2023: 2.
11 papers.
- 2021Constrained Language Models Yield Few-Shot Semantic Parserscited by 162
- 2023Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Textcited by 59
- 2022Formal Specifications from Natural Languagecited by 33
- 2021On The Ingredients of an Effective Zero-shot Semantic Parsercited by 13
- 2021Localization with Sampling-Argmaxcited by 11
- 2021Few-Shot Semantic Parsing for New Predicatescited by 7
- 2021Learning from Executions for Semantic Parsingcited by 7
- 2021Triangular Bidword Generation for Sponsored Search Auctioncited by 5
- 2021Differentiable Feature Selection, a Reparameterization Approachcited by 4
- 2023Optimal Transport Posterior Alignment for Cross-lingual Semantic Parsingcited by 2
- 2022Multimodal Sequential Generative Models for Semi-Supervised Language Instruction Followingcited by 0
- 2023Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text15 Jul 2023
- 2023Optimal Transport Posterior Alignment for Cross-lingual Semantic Parsing9 Jul 2023
- 2022Multimodal Sequential Generative Models for Semi-Supervised Language Instruction Following29 Dec 2022
- 2022Formal Specifications from Natural Language4 Jun 2022
- 2021Localization with Sampling-Argmax17 Oct 2021
- 2021On The Ingredients of an Effective Zero-shot Semantic Parser15 Oct 2021
- 2021Differentiable Feature Selection, a Reparameterization Approach21 Jul 2021
- 2021Constrained Language Models Yield Few-Shot Semantic Parsers18 Apr 2021
- 2021Learning from Executions for Semantic Parsing12 Apr 2021
- 2021Triangular Bidword Generation for Sponsored Search Auction27 Jan 2021
- 2021Few-Shot Semantic Parsing for New Predicates26 Jan 2021