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Semantic Parsing

63 papers with code · Natural Language Processing

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SLING: A framework for frame semantic parsing

19 Oct 2017google/sling

We describe SLING, a framework for parsing natural language into semantic frames.

SEMANTIC PARSING

NL2Bash: A Corpus and Semantic Parser for Natural Language Interface to the Linux Operating System

LREC 2018 TellinaTool/nl2bash

We present new data and semantic parsing methods for the problem of mapping English sentences to Bash commands (NL2Bash).

SEMANTIC PARSING

Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing

NeurIPS 2018 crazydonkey200/neural-symbolic-machines

We present Memory Augmented Policy Optimization (MAPO), a simple and novel way to leverage a memory buffer of promising trajectories to reduce the variance of policy gradient estimate.

COMBINATORIAL OPTIMIZATION PROGRAM SYNTHESIS SEMANTIC PARSING STRUCTURED PREDICTION

TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation

EMNLP 2018 pcyin/tranX

We present TRANX, a transition-based neural semantic parser that maps natural language (NL) utterances into formal meaning representations (MRs).

CODE GENERATION SEMANTIC PARSING

StructVAE: Tree-structured Latent Variable Models for Semi-supervised Semantic Parsing

ACL 2018 pcyin/tranX

Semantic parsing is the task of transducing natural language (NL) utterances into formal meaning representations (MRs), commonly represented as tree structures.

CODE GENERATION SEMANTIC PARSING

Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task

EMNLP 2018 taoyds/spider

We define a new complex and cross-domain semantic parsing and text-to-SQL task where different complex SQL queries and databases appear in train and test sets.

SEMANTIC PARSING TEXT-TO-SQL