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.

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

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.

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

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

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

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

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

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

Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser

EMNLP 2016 • mynlp/ccg2lambda

DEPENDENCY PARSING NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SEMANTIC PARSING