https://github.com/agrover112/awesome-semantic-search
A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.
Science Score: 33.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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○codemeta.json file
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○.zenodo.json file
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✓DOI references
Found 5 DOI reference(s) in README -
✓Academic publication links
Links to: arxiv.org, researchgate.net, ieee.org, acm.org -
✓Committers with academic emails
1 of 22 committers (4.5%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (9.0%) to scientific vocabulary
Keywords
awesome
awesome-list
hacktoberfest
information-retrieval
information-retrival
nlp
ranking
semantic-search
semantic-similarity
sentence-embeddings
Keywords from Contributors
optimization-algorithms
speech-recognition
genetic-algorithm
heuristic-search-algorithms
pypy3
degoogle
Last synced: 6 months ago
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Repository
A curated list of awesome resources related to Semantic Search🔎 and Semantic Similarity tasks.
Basic Info
Statistics
- Stars: 356
- Watchers: 9
- Forks: 29
- Open Issues: 7
- Releases: 0
Topics
awesome
awesome-list
hacktoberfest
information-retrieval
information-retrival
nlp
ranking
semantic-search
semantic-similarity
sentence-embeddings
Created almost 5 years ago
· Last pushed about 2 years ago
Metadata Files
Readme
Contributing
Funding
License
Code of conduct
README.md
Awesome Semantic-Search 
Logo made by @createdbytango.
Looking for More Paper Additions. PS: Raise a PR
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.There are numerous different use-cases and applications of semantic search.
Feel free to raise a PR on this repo!
Contents
Papers
2010
2014
2015
2016
- 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
- Learning Distributed Representations of Sentences from Unlabelled Data📄
- Approximate Nearest Neighbor Search on High Dimensional Data --- Experiments, Analyses, and Improvement
2017
- Supervised Learning of Universal Sentence Representations from Natural Language Inference Data 📄
- Semantic Textual Similarity For Hindi📄
- Efficient Natural Language Response Suggestion for Smart Reply📃
2018
- Universal Sentence Encoder 📄
- Learning Semantic Textual Similarity from Conversations 📄
- Google AI Blog: Advances in Semantic Textual Similarity 📄
- Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from Speech)🔊
- Optimization of Indexing Based on k-Nearest Neighbor Graph for Proximity Search in High-dimensional Data 🔊
- Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph
- The Case for Learned Index Structures
2019
- LASER: Language Agnostic Sentence Representations 📄
- Document Expansion by Query Prediction 📄
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 📄
- Multi-Stage Document Ranking with BERT 📄
- Latent Retrieval for Weakly Supervised Open Domain Question Answering
- End-to-End Open-Domain Question Answering with BERTserini
- BioBERT: a pre-trained biomedical language representation model for biomedical text mining📄
- Analyzing and Improving Representations with the Soft Nearest Neighbor Loss📷
- DiskANN: Fast Accurate Billion-point Nearest Neighbor Search on a Single Node
2020
- 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 📄
- REALM: Retrieval-Augmented Language Model Pre-Training
- ELECTRA: PRE-TRAINING TEXT ENCODERS AS DISCRIMINATORS RATHER THAN GENERATORS📄
- Improving Deep Learning For Airbnb Search
- Managing Diversity in Airbnb Search📄
- Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval📄
- Unsupervised Image Style Embeddings for Retrieval and Recognition Tasks📷
- DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations📄
2021
- Hybrid approach for semantic similarity calculation between Tamil words 📄
- 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📷
- TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning📄
- A Survey of Transformers📄📷
- SPLADE: Sparse Lexical and Expansion Model for First Stage Ranking📄
- High Quality Related Search Query Suggestions using Deep Reinforcement Learning
- Embedding-based Product Retrieval in Taobao Search📄📷
- TPRM: A Topic-based Personalized Ranking Model for Web Search📄
- mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset📄
- Database Reasoning Over Text📄
- How Does Adversarial Fine-Tuning Benefit BERT?)📄
- Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation📄
- Primer: Searching for Efficient Transformers for Language Modeling📄
- How Familiar Does That Sound? Cross-Lingual Representational Similarity Analysis of Acoustic Word Embeddings🔊
- SimCSE: Simple Contrastive Learning of Sentence Embeddings📄
- Compositional Attention: Disentangling Search and Retrieval📄📷
- SPANN: Highly-efficient Billion-scale Approximate Nearest Neighbor Search
- GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval 📄
- Generative Search Engines: Initial Experiments 📷
- Rethinking Search: Making Domain Experts out of Dilettantes -WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach
2022
- Text and Code Embeddings by Contrastive Pre-Training📄
- RELIC: Retrieving Evidence for Literary Claims📄
- Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations📄
- SAMU-XLSR: Semantically-Aligned Multimodal Utterance-level Cross-Lingual Speech Representation🔊
- An Analysis of Fusion Functions for Hybrid Retrieval📄
- Out-of-distribution Detection with Deep Nearest Neighbors
- ESB: A Benchmark For Multi-Domain End-to-End Speech Recognition🔊
- Analyzing Acoustic Word Embeddings From Pre-Trained Self-Supervised Speech Models)🔊
- Rethinking with Retrieval: Faithful Large Language Model Inference📄
- Precise Zero-Shot Dense Retrieval without Relevance Labels📄
- Transformer Memory as a Differentiable Search Index📄
2023
- FINGER: Fast Inference for Graph-based Approximate Nearest Neighbor Search📄
- “Low-Resource” Text Classification: A Parameter-Free Classification Method with Compressors📄
- SparseEmbed: Learning Sparse Lexical Representations with Contextual Embeddings for Retrieval 📄
Articles
- Tackling Semantic Search
- Semantic search in Azure Cognitive Search
- How we used semantic search to make our search 10x smarter
- Stanford AI Blog : Building Scalable, Explainable, and Adaptive NLP Models with Retrieval
- Building a semantic search engine with dual space word embeddings
- Billion-scale semantic similarity search with FAISS+SBERT
- Some observations about similarity search thresholds
- Near Duplicate Image Search using Locality Sensitive Hashing
- Free Course on Vector Similarity Search and Faiss
- Comprehensive Guide To Approximate Nearest Neighbors Algorithms
- Introducing the hybrid index to enable keyword-aware semantic search
- Argilla Semantic Search
- Co:here's Multilingual Text Understanding Model
- Simplify Search woth Multilingual Embedding Models
Libraries and Tools
- fastText
- Universal Sentence Encoder
- SBERT
- ELECTRA
- LaBSE
- LASER
- Relevance AI - Vector Platform From Experimentation To Deployment
- Haystack
- Jina.AI
- pinecone
- SentEval Toolkit
- ranx
- BEIR :Benchmarking IR
- RELiC: Retrieving Evidence for Literary Claims Dataset
- matchzoo-py
- deeptextmatching
- Which Frame?
- lexica.art
- emoji semantic search
- PySerini
- BERTSerini
- BERTSimilarity
- milvus
- NeuroNLP++
- weaviate
- semantic-search-through-wikipedia-with-weaviate
- natural-language-youtube-search
- same.energy
- ann benchmarks
- scaNN
- REALM
- annoy
- pynndescent
- nsg
- FALCONN
- redis HNSW
- autofaiss
- DPR
- rank_BM25
- FlashRank
- nearPy
- vearch
- vespa
- PyNNDescent
- pgANN
- Tensorflow Similarity
- opensemanticsearch.org
- GPT3 Semantic Search
- searchy
- txtai
- HyperTag
- vectorai
- embeddinghub
- AquilaDb
- STripNet
Datasets
- Semantic Text Similarity Dataset Hub
- Facebook AI Image Similarity Challenge
- WIT : Wikipedia-based Image Text Dataset
- BEIR
- MTEB
Milestones
Have a look at the project board for the task list to contribute to any of the open issues.
Owner
- Login: Agrover112
- Kind: user
- Repositories: 113
- Profile: https://github.com/Agrover112
Humans trying to understand machines and people.
GitHub Events
Total
- Watch event: 20
- Pull request event: 1
Last Year
- Watch event: 20
- Pull request event: 1
Committers
Last synced: 8 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Agrover112 | 4****2 | 169 |
| Shivam Dubey | s****6@g****m | 13 |
| allcontributors[bot] | 4****] | 4 |
| Ankit Grover | a****2@g****m | 3 |
| Shreyas S | 9****u | 2 |
| David Chuan-En Lin | d****4@g****m | 2 |
| Joshua T | b****n@g****m | 2 |
| boba_and_beer | j****g@g****m | 1 |
| Yiyou Sun | s****u@c****u | 1 |
| Aditya Thakur | 4****o | 1 |
| Ali Faizan | 6****a | 1 |
| Divyanshu Singh | 5****7 | 1 |
| Karuna Tata | 7****n | 1 |
| Meenal | m****1 | 1 |
| Vanessasaurus | 8****h | 1 |
| schmelto | 3****o | 1 |
| Michael Floering | m****g@g****m | 1 |
| Krish Dev DB | k****b@g****m | 1 |
| Ana | a****a@g****m | 1 |
| Devvrat1010 | r****7@g****m | 1 |
| Eddie Jaoude | e****e@j****m | 1 |
| Janmejay Chatterjee | j****e@g****m | 1 |
Committer Domains (Top 20 + Academic)
jaoudestudios.com: 1
cs.wisc.edu: 1
Issues and Pull Requests
Last synced: 8 months ago
All Time
- Total issues: 22
- Total pull requests: 43
- Average time to close issues: 3 months
- Average time to close pull requests: 7 days
- Total issue authors: 7
- Total pull request authors: 23
- Average comments per issue: 2.59
- Average comments per pull request: 0.56
- Merged pull requests: 35
- Bot issues: 0
- Bot pull requests: 2
Past Year
- Issues: 0
- Pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- Agrover112 (14)
- vinzvinci (2)
- Vyvy-vi (2)
- toth2000 (1)
- vikasganiga05 (1)
- meenal21 (1)
- shubhendumadhukar (1)
Pull Request Authors
- Agrover112 (14)
- WebShivam (3)
- radiantly (2)
- chuanenlin (2)
- SamuelGong (2)
- brownpanthera (2)
- Devvrat1010 (2)
- allcontributors[bot] (2)
- Zhreyu (1)
- sunyiyou (1)
- ghost (1)
- parth-gpt (1)
- NotTheRightGuy (1)
- divyanshu887 (1)
- Alisha-786 (1)
Top Labels
Issue Labels
enhancement (8)
good first issue (4)
bug (4)
Hacktoberfest (3)
help wanted (3)
hacktoberfest 2023 (2)
documentation (1)
hacktoberfest 2022 (1)
Hacktoberfest2021 (1)
hacktoberfest-accepted (1)
English (1)
Pull Request Labels
English (6)
hacktoberfest-accepted (4)
hacktoberfest 2023 (2)
good first issue (2)
Hindi (2)
bug (2)
Hacktoberfest (2)
Hacktoberfest2021 (2)
enhancement (2)
documentation (1)
help wanted (1)
stale (1)
Dependencies
.github/workflows/greetings.yml
actions
- actions/first-interaction v1 composite
.github/workflows/labeler.yml
actions
- actions/labeler v3 composite
.github/workflows/sync.yml
actions
- tgymnich/fork-sync v1.4 composite
.github/workflows/urlchecker.yml
actions
- actions/checkout v2 composite
- urlstechie/urlchecker-action 0.0.27 composite