A curated list of awesome sentence embedding models tutorials, projects and communities. Please feel free to pull requests to add links.
Unsupervised Learning
- Distributed Representations of Sentences and Documents (PDF) (code)
- Skip-Thought Vectors (PDF) (code)
- Dependency-based Convolutional Neural Networks for Sentence Embedding (PDF) (code)
- Learning Sentence Representations from Unlabelled Data (PDF) (code)
- Siamese CBOW: Optimizing Word Embeddings for Sentence Representations (PDF) (code)
Supervised Learning
- Convolutional Neural Network for Paraphrase Identification (PDF) (code)
- ABCNN: Attention-Based Convolutional Neural Network for Modeling Sentence Pairs (PDF) (code)
- Siamese Recurrent Architectures for Learning Sentence Similarity (PDF) (code)
- A Convolutional Neural Network for Modelling Sentences (PDF)
- Towards Universal Paraphrastic Sentence Embeddings (PDF) (code)
- Siamese Recurrent Architectures for Learning Sentence Similarity (PDF) (code)
- Deep sentence embedding using Sequence to Sequence learning (code)