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Semantic Parsing

66 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

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

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

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