Semantic Neural Networks

This repository contains the source code for the experimentation of the paper: "Semantic Neural Networks". The folders contain:

• src: basic source code for building SNNs.
• notebooks: JupyterLab notebooks which carry out the experimentation.
• data: important utility data

Datasets

The datasets used in the experimentation are not distributed in this repository, since they are property of their respective owners. See the paper for instructions on how to obtain the datasets.

To-do list

• Scripts for automatically downloading the datasets.

License

MIT License

Copyright (c) 2018 knowledge-learning

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

How to cite

Please cite this work with the following this BibTeX:

@inproceedings{DBLP:conf/ranlp/Piad-MorffisMGA19,
  author    = {Alejandro Piad{-}Morffis and
               Rafael Mu{\~{n}}oz and
               Yoan Guti{\'{e}}rrez and
               Yudivi{\'{a}}n Almeida{-}Cruz and
               Suilan Estevez{-}Velarde and
               Andr{\'{e}}s Montoyo},
  editor    = {Ruslan Mitkov and
               Galia Angelova},
  title     = {A Neural Network Component for Knowledge-Based Semantic Representations
               of Text},
  booktitle = {Proceedings of the International Conference on Recent Advances in
               Natural Language Processing, {RANLP} 2019, Varna, Bulgaria, September
               2-4, 2019},
  pages     = {904--911},
  publisher = {{INCOMA} Ltd.},
  year      = {2019},
  url       = {https://doi.org/10.26615/978-954-452-056-4\_105},
  doi       = {10.26615/978-954-452-056-4\_105},
  timestamp = {Fri, 31 Jan 2020 12:36:51 +0100},
  biburl    = {https://dblp.org/rec/conf/ranlp/Piad-MorffisMGA19.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}