Code to Comment "Translation": Data, Metrics, Baselining & Evaluation

3 October 2020

Papers citing "Code to Comment "Translation": Data, Metrics, Baselining & Evaluation"

23 / 23 papers shown

Title
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 75 378 0 01 May 2020
Improved Code Summarization via a Graph Neural Network Alexander LeClair S. Haque Lingfei Wu Collin McMillan 49 284 0 06 Apr 2020
Code Generation as a Dual Task of Code Summarization Bolin Wei Ge Li Xin Xia Zhiyi Fu Zhi Jin 54 223 0 14 Oct 2019
JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation R. Agashe R. Campello Arthur Zimek 57 83 0 05 Oct 2019
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search Hamel Husain Hongqiu Wu Tiferet Gazit Miltiadis Allamanis Marc Brockschmidt ELM 116 1,062 0 20 Sep 2019
PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking Matthew Henderson Ivan Vulić I. Casanueva Paweł Budzianowski D. Gerz Sam Coope Georgios P. Spithourakis Tsung-Hsien Wen N. Mrksic Pei-hao Su 41 15 0 03 Sep 2019
Facebook FAIR's WMT19 News Translation Task Submission Nathan Ng Kyra Yee Alexei Baevski Myle Ott Michael Auli Sergey Edunov VLM 58 394 0 15 Jul 2019
Recommendations for Datasets for Source Code Summarization Alexander LeClair Collin McMillan 34 117 0 04 Apr 2019
A Convolutional Neural Network for Language-Agnostic Source Code Summarization Jessica Moore Ben U. Gelman David Slater 30 20 0 29 Mar 2019
The Adverse Effects of Code Duplication in Machine Learning Models of Code Miltiadis Allamanis 58 319 0 16 Dec 2018
Improving Automatic Source Code Summarization via Deep Reinforcement Learning Yao Wan Zhou Zhao Min Yang Guandong Xu Haochao Ying Jian Wu Philip S. Yu 47 384 0 17 Nov 2018
code2seq: Generating Sequences from Structured Representations of Code Uri Alon Shaked Brody Omer Levy Eran Yahav 62 695 0 04 Aug 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 202 2,830 0 11 Jun 2018
Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow Pengcheng Yin Bowen Deng Edgar Chen Bogdan Vasilescu Graham Neubig 59 301 0 23 May 2018
A Call for Clarity in Reporting BLEU Scores Matt Post 87 2,941 0 23 Apr 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 712 7,080 0 20 Apr 2018
Tensor2Tensor for Neural Machine Translation Ashish Vaswani Samy Bengio E. Brevdo François Chollet Aidan Gomez ... Nal Kalchbrenner Niki Parmar Ryan Sepassi Noam M. Shazeer Jakob Uszkoreit 83 528 0 16 Mar 2018
Automatically Generating Commit Messages from Diffs using Neural Machine Translation Siyuan Jiang A. Armaly Collin McMillan 41 259 0 30 Aug 2017
A parallel corpus of Python functions and documentation strings for automated code documentation and code generation Antonio Valerio Miceli Barone Rico Sennrich 55 158 0 07 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 501 129,831 0 12 Jun 2017
OpenNMT: Open-Source Toolkit for Neural Machine Translation Guillaume Klein Yoon Kim Yuntian Deng Jean Senellart Alexander M. Rush 316 1,897 0 10 Jan 2017
A Convolutional Attention Network for Extreme Summarization of Source Code Miltiadis Allamanis Hao Peng Charles Sutton AI4TS 67 582 0 09 Feb 2016
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 309 20,491 0 10 Sep 2014