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awesome-sentence-embeddingAwesome

A curated list of awesome sentence embedding models tutorials, projects and communities. Please feel free to pull requests to add links.

Table of Contents

Papers

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)

Datasets

Training

Evaluation

Blogs