Tellina automatically translates the natural language commands of end-user programmers into a programming language. Currently Tellina supports Bash as its target language.
The source code for this website and the machine learning model & data is available on Github.
The following papers describe the research work and technical details of Tellina.
If you use Tellina in your work, please cite the relevant paper(s) accordingly.
stage-wise translation, user study
@techreport{LinWPVZE2017:TR,
author = {Xi Victoria Lin and Chenglong Wang and Deric Pang and Kevin Vu and Luke Zettlemoyer and Michael D. Ernst},
title = {Program synthesis from natural language using recurrent neural networks},
institution = {University of Washington Department of Computer Science and Engineering},
number = {UW-CSE-17-03-01},
address = {Seattle, WA, USA},
month = mar,
year = {2017}
}
end-to-end translation, CopyNet, sub-token, 100 Bash utilities, dataset
@inproceedings{LinWZE2018:NL2Bash,
author = {Xi Victoria Lin and Chenglong Wang and Luke Zettlemoyer and Michael D. Ernst},
title = {NL2Bash: A Corpus and Semantic Parser for Natural Language Interface to the Linux Operating System},
booktitle = {Proceedings of the Eleventh International Conference on Language Resources
and Evaluation {LREC} 2018, Miyazaki (Japan), 7-12 May, 2018.},
year = {2018}
}