awesome-sentence-embedding

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 & Implementations
• Datasets
• Blogs

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

• Wikipedia
• Toronto Book Corpus
• Cornell Movie-Dialogs Corpus

Evaluation

• PPDB: The Paraphrase Database
• SemEval 2014 Task 1: semantic relatedness SICK dataset
• Microsoft Research Paraphrase Corpus

Blogs

• 卷积神经网络(CNN)在句子建模上的应用