Software implementation of research in the framework of graduate qualification work
Research of the generation of strong paraphrases and new metrics for the validation of strong paraphrases.
Top-level directory structure with a short description of the contents.
.
├── paraphrase
| ├── russian_model # Scripts for creating and training the neural network Transformer architecture model for the Russian language
| └── english_model # and for English (various training parameters, text corpora and tokenizer)
├── topic_model # Scripts for creating and learning topic models
├── analys # Scripts for calculating various characteristics of text corpora
├── dataset # Scripts for collecting and manipulating data sets
├── download # Raw files new dataset
├── processed # Files with calculated characteristics of the text corpora and the new generated files
├── report # The files are generated reports (including visualizations of topic models)
├── log # Logs the process of downloading the new dataset
├── lib # Files of the Mallet library for creating latent dirichlet allocation
├── util # Util scripts
├── raw_data # Files text corpora from old research
├── LICENSE
└── README.md
Project dependencies:
pandas 1.0.1
nltk 3.4.5 +
numpy 1.16.3 +
tensorboard 1.15.0 +
tensorflow-estimator 1.15.1 +
tensorflow-gpu 1.15.0 +
scikit-learn 0.23.1
scipy 1.4.1 +
sentencepiece 0.1.86 +
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.0 +
Werkzeug 1.0.1
astor 0.8.1
cachetools 4.1.0
chardet 3.0.4
expressions 0.2.3
hparams 0.3.0
idna 2.8 +
joblib 0.14.1 +
lxml 4.5.0 +
mock 4.0.2
opt-einsum 3.2.1
protobuf 3.11.3
pyasn1 0.4.8
python-dateutil 2.8.1
pytz 2019.3 +
regex 2017.4.5 +
requests 2.21.0 +
tqdm 4.31.1 +
typeguard 2.7.1
urllib3 1.24.3 +Kirill Vakhrushev – VK – kirill.vakhrushev@gmail.com
Distributed under the MIT license. See LICENSE for more information.
- Fork it (https://github.com/krikyn/Strong-Paraphrase-Generation-2020/fork)
- Create your feature branch (
git checkout -b feature/fooBar) - Commit your changes (
git commit -am 'Add some fooBar') - Push to the branch (
git push origin feature/fooBar) - Create a new Pull Request