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 LATENT VARIABLE MODELS 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