The platform includes the implementation of the newly proposed method BibRank. In addition, it includes the 18 different implementations of keyphrase methods.
The methods included in this repository Models.pyclass are:
| Model | Type | year | Code | paper |
|---|---|---|---|---|
| TF-IDF | statistical | 1999 | GitHub | Paper Researchgate |
| KPMiner | Statistical | 2010 | GitHub | paper |
| YAKE | Statistical | 2020 | GitHub GitHub | paper |
| Kea | supervised | 2005 | GitHub | paper |
| WINGNUS | supervised | 2010 | GitHub | paper |
| TextRank | graph-based | 2004 | GitHub GitHub | paper |
| CollabRank SingleRank |
graph-based | 2008 | GitHub | paper |
| TopicRank | graph-based | 2013 | GitHub | paper |
| TopicalPageRank | graph-based | 2015 | GitHub | paper |
| PositionRank | graph-based | 2017 | GitHub | paper |
| MultipartiteRank | graph-based | 2018 | GitHub | paper |
| sCAKE | graph-based | 2018 | GitHub | paper |
| SGRank | hybrid statistical-graphical | 2015 | GitHub | Paper |
| BibRank | Semi-Supervied keyphrase | 2021 | GitHub | Paper |
| KeyBERT | Sentence Embeddings using BERT and MMR |
2020 | GitHub | Cite Article |
| EmbedRank | Sentence Embeddings using BERT |
2018 | Implementation Repo BERT pre-trained model |
paper |
| BiLSTM | LSTM model with GloVe embeddings |
2021 | GitHub |