MTEB: State-of-the-art evaluation of embeddings across languages and modalities

benchmark information-retrieval retrieval text-classification clustering evaluation embeddings sts semantic-search reranking text-embedding multimodal neural-search sentence-transformers sbert multilingual-nlp low-resource-nlp bitext-mining mteb

• Updated Nov 12, 2026
• Python

A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.

nlp elasticsearch benchmark information-retrieval deep-learning retrieval pytorch dataset bert dpr passage-retrieval question-generation rag sentence-transformers sbert zero-shot-retrieval colbert retrieval-models llm

• Updated Oct 16, 2025
• Python

Generative Representational Instruction Tuning

information-retrieval retrieval embeddings embedding-models embedding text-embedding sgpt grit sbert llm llms instruction-tuning mteb

• Updated Jun 25, 2025
• Jupyter Notebook

Build and train state-of-the-art natural language processing models using BERT

nlp pytorch transformer bart albert bert electra roberta spanbert bertsum distilbert sbert sentence-bert huggingface-transformers videobert tinybert clinical-bert

• Updated May 20, 2021
• Jupyter Notebook

Search with BERT vectors in Solr, Elasticsearch, OpenSearch and GSI APU

diversity elasticsearch solr semantic-search bert-model vector-search hnswlib sbert

• Updated Aug 28, 2024
• Jupyter Notebook

基于sentence transformers和chatglm实现的文档搜索工具

transformers sbert chatglm-6b

• Updated Apr 17, 2023
• Python

Rust port of sentence-transformers (https://github.com/UKPLab/sentence-transformers)

nlp rust bert sentence-embeddings sentence-transformers sbert sentence-bert rust-sbert

• Updated Oct 7, 2026
• Rust

TextReducer - A Tool for Summarization and Information Extraction

nlp information-extraction question-answering summarization sbert

• Updated Apr 30, 2024
• Python

文本相似度，语义向量，文本向量，text-similarity，similarity, sentence-similarity，BERT，SimCSE，BERT-Whitening，Sentence-BERT, PromCSE, SBERT

text-similarity similarity bert whitening sentence-similarity sentence-embeddings bert-embeddings sbert sentence-bert simcse promcse

• Updated Nov 26, 2024
• Python

Using machine learning on your anki collection to enhance the scheduling via semantic clustering and semantic similarity

nlp ai flashcards clustering scheduler pca machinelearning kmeans anki embedding doc2vec bert umap latent sentence-embeddings neighbourhood sbert sementics

• Updated Dec 15, 2025
• Python

KoBERTopic은 BERTopic을 한국어 데이터에 적용할 수 있도록 토크나이저와 BERT를 수정한 코드입니다.

topic-modeling lda bert kobert sbert bertopic

• Updated Feb 22, 2022
• Jupyter Notebook

基于sentence-transformers实现文本转向量的机器人

python nlp encoding database robot numpy pandas question-answering fastapi sbert

• Updated Aug 22, 2022
• Jupyter Notebook

An AI-driven vulnerability scanner that uses Nmap to discover open services on a user-supplied IP, matches each service to relevant CVEs via SBERT embeddings and a severity classifier, and generates tailored remediation steps using a fine-tuned T5 model.

machine-learning artificial-intelligence cybersecurity vulnerability-scanners fastapi sbert cve-analysis

• Updated Jun 1, 2025
• HTML

Building a model to recognize incentives for landscape restoration in environmental policies from Latin America, the US and India. Bringing NLP to the world of policy analysis through an extensible framework that includes scraping, preprocessing, active learning and text analysis pipelines.

nlp data-science machine-learning text-classification topic scraping transformers policy scrapy document-classification lda spyder bert active-learning incentives environmental huggingface sentence-transformers sbert landscape-restoration

• Updated Apr 1, 2022
• Jupyter Notebook

Interactive tree-maps with SBERT & Hierarchical Clustering (HAC)

visualization nlp natural-language-processing clustering transformers embeddings artificial-intelligence clusters interactive-visualizations hierarchical-clustering text-visualization text-embeddings sentence-transformers sbert tree-maps

• Updated Dec 31, 2024
• Python

Heterogenous, Task- and Domain-Specific Benchmark for Unsupervised Sentence Embeddings used in the TSDAE paper: https://arxiv.org/abs/2104.06979.

nlp benchmark information-retrieval pytorch transformer unsupervised-learning reranking domain-adaptation paraphrase-identification sentence-embeddings sbert

• Updated Jan 4, 2022
• Python

Embedding Representation for Indonesian Sentences!

natural-language-processing indonesia unsupervised-learning indonesian semantic-textual-similarity sentence-embeddings sentence-transformers sbert

• Updated Aug 14, 2024
• Jupyter Notebook

Backend code for GitHub Recommendation Extension

flask machine-learning ai faiss sbert

• Updated Aug 11, 2022
• Python

Run sentence-transformers (SBERT) compatible models in Node.js or browser.

javascript typescript transformers sentence-embeddings sentence-embedding sentence-transformers sbert

• Updated Sep 11, 2023
• TypeScript

Semantic emoji finder. Python/dash UI. Uses sentence transformer embeddings and duckdb

python emoji semantic sqlite pytorch embeddings sqlite3 semantic-search sentence-transformers sbert duckdb

• Updated Sep 15, 2025
• Python