Semantic Parsing

Edit

79 papers with code · Natural Language Processing

Leaderboards

Add a Result

DATASET	BEST METHOD	PAPER TITLE	COMPARE
Geo	coarse2fine	Coarse-to-Fine Decoding for Neural Semantic Parsing	See all
spider	Exact Set Matching	Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task	See all
ATIS	Tranx	TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation	See all
WikiSQL	NL2SQL-BERT	Content Enhanced BERT-based Text-to-SQL Generation	See all

Subtasks

Semantic Dependency Parsing

6 papers with code

Greatest papers with code

PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation

CVPR 2017 • charlesq34/pointnet •

Point cloud is an important type of geometric data structure.

#2 best model for Scene Segmentation on ScanNet

3D PART SEGMENTATION CLASSIFICATION OBJECT CLASSIFICATION SCENE SEGMENTATION SEMANTIC PARSING SKELETON BASED ACTION RECOGNITION

2,568

Paper
Code

The Natural Language Decathlon: Multitask Learning as Question Answering

ICLR 2019 • salesforce/decaNLP •

Though designed for decaNLP, MQAN also achieves state of the art results on the WikiSQL semantic parsing task in the single-task setting.

SOTA for Natural Language Inference on MultiNLI (Accuracy metric )

DOMAIN ADAPTATION MACHINE TRANSLATION NAMED ENTITY RECOGNITION NATURAL LANGUAGE INFERENCE QUESTION ANSWERING RELATION EXTRACTION SEMANTIC PARSING SEMANTIC ROLE LABELING SENTIMENT ANALYSIS TEXT CLASSIFICATION TRANSFER LEARNING

2,063

Paper
Code

SLING: A framework for frame semantic parsing

19 Oct 2017 • google/sling

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

SEMANTIC PARSING

1,825

Paper
Code

A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization

4 Feb 2019 • naver/sqlova •

We present SQLova, the first Natural-language-to-SQL (NL2SQL) model to achieve human performance in WikiSQL dataset.

SEMANTIC PARSING

491

Paper
Code

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

273

Paper
Code

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.

SOTA for Semantic Parsing on spider

SEMANTIC PARSING TEXT-TO-SQL

259

Paper
Code

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).

SOTA for Semantic Parsing on ATIS

CODE GENERATION SEMANTIC PARSING

251

Paper
Code

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 LATENT VARIABLE MODELS SEMANTIC PARSING

251

Paper
Code