Logo made by @createdbytango.
Following repository aims to serve a meta-repository for Semantic Search and Semantic Similarity related tasks.
Semantic Search isn't limited to text! It can be done with images, speech, etc. So there are numerous different use-cases and applications of semantic search.
Have a look at the project board for the task list
- Bag of Tricks for Efficient Text Classification 📄
- Enriching Word Vectors with Subword Information 📄
- Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs
- On Approximately Searching for Similar Word Embeddings 📄
- Universal Sentence Encoder 📄
- Learning Semantic Textual Similarity from Conversations 📄
- Google AI Blog: Advances in Semantic Textual Similarity 📄
- Optimization of Indexing Based on k-Nearest Neighbor Graph for Proximity Search in High-dimensional Data
- LASER: Language Agnostic Sentence Representations 📄
- Document Expansion by Query Prediction 📄
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 📄
- Multi-Stage Document Ranking with BERT 📄
- Rapidly Deploying a Neural Search Engine for the COVID-19 Open Research Dataset: Preliminary Thoughts and Lessons Learned 📄
- PASSAGE RE-RANKING WITH BERT 📄
- CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization 📄
- LaBSE:Language-agnostic BERT Sentence Embedding 📄
- Covidex: Neural Ranking Models and Keyword Search Infrastructure for the COVID-19 Open Research Dataset 📄
- DeText: A deep NLP framework for intelligent text understanding 📄
- Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation 📄
- Pretrained Transformers for Text Ranking: BERT and Beyond 📄
- Augmented SBERT 📄
- BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models 📄
- Compatibility-aware Heterogeneous Visual Search 📷
- Learning Personal Style from Few Examples 📄