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Code Generation

23 papers with code · Computer Code

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Incorporating External Knowledge through Pre-training for Natural Language to Code Generation

20 Apr 2020neulab/external-knowledge-codegen

Open-domain code generation aims to generate code in a general-purpose programming language (such as Python) from natural language (NL) intents.

CODE GENERATION DATA AUGMENTATION

31
20 Apr 2020

A C Code Generator for Fast Inference and Simple Deployment of Convolutional Neural Networks on Resource Constrained Systems

14 Jan 2020iml130/nncg

This paper presents a neural network code generator (NNCG) that generates from a trained CNN a plain ANSI C code file that encapsulates the inference in single a function.

CODE GENERATION

1
14 Jan 2020

Program Synthesis and Semantic Parsing with Learned Code Idioms

NeurIPS 2019 rshin/seq2struct

Program synthesis of general-purpose source code from natural language specifications is challenging due to the need to reason about high-level patterns in the target program and low-level implementation details at the same time.

CODE GENERATION PROGRAM SYNTHESIS SEMANTIC PARSING

15
01 Dec 2019

Code Generation as a Dual Task of Code Summarization

NeurIPS 2019 Bolin0215/CSCGDual

Code summarization (CS) and code generation (CG) are two crucial tasks in the field of automatic software development.

CODE GENERATION CODE SUMMARIZATION

5
01 Dec 2019

TreeGen: A Tree-Based Transformer Architecture for Code Generation

22 Nov 2019zysszy/TreeGen

TreeGen outperformed the previous state-of-the-art approach by 4. 5 percentage points on HearthStone, and achieved the best accuracy among neural network-based approaches on ATIS (89. 1%) and GEO (89. 6%).

CODE GENERATION SEMANTIC PARSING

19
22 Nov 2019

JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation

IJCNLP 2019 rajasagashe/juice

Interactive programming with interleaved code snippet cells and natural language markdown is recently gaining popularity in the form of Jupyter notebooks, which accelerate prototyping and collaboration.

CODE GENERATION

11
05 Oct 2019

Structural Language Models of Code

30 Sep 2019tech-srl/code2vec

We introduce a new approach to any-code completion that leverages the strict syntax of programming languages to model a code snippet as a tree - structural language modeling (SLM).

CODE GENERATION LANGUAGE MODELLING

604
30 Sep 2019

Interpreting OWL Complex Classes in AutomationML based on Bidirectional Translation

4 Jun 2019kit-hua/ETFA2019

In this paper, we introduce the AML concept models for representing OWL complex classes in AutomationML, and present algorithms for the bidirectional translation between OWL complex classes and their corresponding AML concept models.

CODE GENERATION

0
04 Jun 2019

Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization

ACL 2019 oceanypt/DIM

Semantic parsing aims to transform natural language (NL) utterances into formal meaning representations (MRs), whereas an NL generator achieves the reverse: producing a NL description for some given MRs.

CODE GENERATION DIALOGUE MANAGEMENT SEMANTIC PARSING

2
03 Jun 2019

Stripe: Tensor Compilation via the Nested Polyhedral Model

14 Mar 2019plaidml/plaidml

Hardware architectures and machine learning (ML) libraries evolve rapidly.

CODE GENERATION

3,439
14 Mar 2019