Quora Question Similarity Using Bert Embeddings With Siamese Networks As Feature Extractors
Proposed a model architecture which learns to classify duplicate question pairs based on highly contextualized sentence representations. Achieved by using both individual and combined sentence embeddings based on Word2Vec, GloVe and FastText word embeddings with CNN(convolutional neural networks) and DNN(Dense neural network) Siamese networks and an array of features engineered using sentence structure, fuzzy logic , BERT sentence embeddings and BERT [CLS] token.
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Sequence_tagging | 1,725 | 5 years ago | 15 | apache-2.0 | Python | |||||
| Named Entity Recognition (LSTM + CRF) - Tensorflow | ||||||||||
| Magnitude | 1,542 | 2 years ago | 37 | mit | Python | |||||
| A fast, efficient universal vector embedding utility package. | ||||||||||
| Glove Python | 1,171 |  | 4 | 2 years ago | 1 | May 13, 2020 | 64 | apache-2.0 | Python | |
| Toy Python implementation of http://www-nlp.stanford.edu/projects/glove/ | ||||||||||
| Conceptnet Numberbatch | 1,114 | 2 years ago | 7 | other | Python | |||||
| Text2vec | 829 | 15 | 18 | 6 months ago | 10 | November 09, 2023 | 24 | other | R | |
| Fast vectorization, topic modeling, distances and GloVe word embeddings in R. | ||||||||||
| Ngram2vec | 638 | 5 years ago | 14 | Python | ||||||
| Four word embedding models implemented in Python. Supporting arbitrary context features | ||||||||||
| Ner Lstm | 528 | 5 years ago | 12 | Python | ||||||
| Named Entity Recognition using multilayered bidirectional LSTM | ||||||||||
| Structured Self Attention | 412 | 5 years ago | 5 | mit | Python | |||||
| A Structured Self-attentive Sentence Embedding | ||||||||||
| Lmdb Embeddings | 399 | 4 years ago | 1 | gpl-3.0 | Python | |||||
| Fast word vectors with little memory usage in Python | ||||||||||
| Glue Baselines | 390 | 3 years ago | 8 | Python | ||||||
| [DEPRECATED] Repo for exploring multi-task learning approaches to learning sentence representations | ||||||||||
Alternatives To Quora Question Similarity Using Bert Embeddings With Siamese Networks As Feature ExtractorsSelect To Compare
Alternative Project Comparisons
Popular Glove Projects
Popular Embeddings Projects
Popular Machine Learning Categories
Get A Weekly Email With Trending Projects For These Categories
No Spam. Unsubscribe easily at any time.
Jupyter Notebook
Deep Neural Networks
Embeddings
Glove