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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
- Skip-Thought Vectors ๐
- Bag of Tricks for Efficient Text Classification ๐
- Enriching Word Vectors with Subword Information ๐
- Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs
- On Approximately Searching for Similar Word Embeddings ๐
- Universal Sentence Encoder ๐
- Learning Semantic Textual Similarity from Conversations ๐
- Google AI Blog: Advances in Semantic Textual Similarity ๐
- Optimization of Indexing Based on k-Nearest Neighbor Graph for Proximity Search in High-dimensional Data
- LASER: Language Agnostic Sentence Representations ๐
- Document Expansion by Query Prediction ๐
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks ๐
- Multi-Stage Document Ranking with BERT ๐
- Rapidly Deploying a Neural Search Engine for the COVID-19 Open Research Dataset: Preliminary Thoughts and Lessons Learned ๐
- PASSAGE RE-RANKING WITH BERT ๐
- CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization ๐
- LaBSE:Language-agnostic BERT Sentence Embedding ๐
- Covidex: Neural Ranking Models and Keyword Search Infrastructure for the COVID-19 Open Research Dataset ๐
- DeText: A deep NLP framework for intelligent text understanding ๐
- Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation ๐
- Pretrained Transformers for Text Ranking: BERT and Beyond ๐
- Augmented SBERT ๐
- BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models ๐
- Compatibility-aware Heterogeneous Visual Search ๐ท