text-embedding

There are 12 repositories under text-embedding topic.

embeddings-benchmark / mteb
MTEB: Massive Text Embedding Benchmark
benchmark clustering information-retrieval sentence-transformers sts text-embedding retrieval neural-search semantic-search sbert text-classification bitext-mining reranking multilingual-nlp mteb low-resource-nlp multimodal
Language:Python 2958
xlang-ai / instructor-embedding
[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings
embeddings information-retrieval language-model prompt-retrieval text-classification text-clustering text-embedding text-evaluation text-reranking text-semantic-similarity
Language:Python 2015
Muennighoff / sgpt
SGPT: GPT Sentence Embeddings for Semantic Search
gpt information-retrieval language-model large-language-models retrieval semantic-search sentence-embeddings text-embedding neural-search sgpt
Language:Jupyter Notebook 873
ContextualAI / gritlm
Generative Representational Instruction Tuning
embeddings grit information-retrieval instruction-tuning llm llms mteb retrieval sbert sgpt text-embedding embedding embedding-models
Language:Jupyter Notebook 677
SeanLee97 / AnglE
Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard
llama llama2 semantic-similarity semantic-textual-similarity sentence-embedding stsbenchmark text-embedding sentence-embeddings text-similarity retrieval-augmented-generation sentence-vector text-vector text2vec embeddings sts mteb rag llm dense-retrieval information-retrieval
Language:Python 558
staoxiao / RetroMAE
Codebase for RetroMAE and beyond.
information-retrieval pretrained-models language-model text-embedding
Language:Python 267
hugochan / KATE
Code & data accompanying the KDD 2017 paper "KATE: K-Competitive Autoencoder for Text"
autoencoder representation-learning text-mining topic-modeling word-embedding text-embedding deep-learning
Language:Python 146
VectorInstitute / vector-inference
Efficient LLM inference on Slurm clusters using vLLM.
llm llm-inference inference reward-modeling text-embedding vllm vlm
Language:Python 82
milosgajdos / go-embeddings
Go module for fetching embeddings from embeddings providers
embeddings golang ai llm text-embeddings cohere go openai text-embedding vertex-ai aws-bedrock bedrock ollama
Language:Go 55
alash3al / vecdb
a vector embedding database with multiple storage engines and AI embedding integrations
ai database gemini machine-learning text-embedding vector-database vector-embeddings
Language:Go 33
mehdidc / DALLE_clip_score
Simple script to compute CLIP-based scores given a DALL-e trained model.
generative-model clip text-encoding text-embedding text-to-image image-embedding dall-e
Language:Python 30
AstraBert / SenTrEv
Simple customizable evaluation for text retrieval performance of Sentence Transformers embedders on PDFs
embedders evaluation-framework python python-package qdrant semantic-search sentence-transformers text-embedding vector-database
Language:Python 29
lakeraai / canica
A text embedding viewer for the Jupyter environment
jupyter jupyter-notebook text-embedding text-embeddings visualization
Language:TypeScript 21
kidist-amde / amharic-ir-benchmarks
Official codebase for the ACL 2025 Findings paper: Optimized Text Embedding Models and Benchmarks for Amharic Passage Retrieval.
amharic-corpus amharic-language amharic-nlp bm25 colbert dense-retrieval information-retrieval low-resource-nlp multilingual-nlp passage-retrieval text-embedding bert huggingface-transformers mrr ndcg retrieval-evaluation roberta academic-benchmark
Language:Jupyter Notebook 20
cloudera / CML_AMP_Few-Shot_Text_Classification
Perform topic classification on news articles in several limited-labeled data regimes.
nlp few-shot-learning zero-shot-classification text-embedding bert
Language:Jupyter Notebook 18
izhx / uni-rep
Code for embedding and retrieval research.
embeddings infomation-retrieval sentence-embeddings text-embedding
17
snapfinger / HSTU-BLaIR
HSTU-BLaIR: Lightweight Contrastive Text Embedding for Generative Recommender 🌱
generative-recommenders lightweight text-embedding constrastive-learning
Language:Python 17
mehdidc / clip_rerank
Simple script to re-rank images using OpenAI's CLIP https://github.com/openai/CLIP.
clip reranking generative-model text-encoding image-embedding text-embedding
Language:Python 16
amazon-science / text_generation_diffusion_llm_topic
Topic Embedding, Text Generation and Modeling using diffusion
diffusion-models t5 text-embedding text-embeddings text-generation topic-modeling lda machine-learning natural-language-processing nlp sentence-embeddings topic topic-models transformers
Language:Python 15
NhanPhamThanh-IT / ML-Article-Classifier
🧠 ML-Article-Classifier is a modular Python project for classifying articles using advanced NLP techniques. It features sentence embeddings, clustering, and classification utilities, with Jupyter notebook demos, extensible helper functions, and best practices for research and production use.
article-classification classification clustering data-science decision-tree huggingface jupyter-notebook kmeans knn machine-learning modular-design multilingual naive-bayes nlp python research scikit-learn sentence-transformers text-analysis text-embedding
Language:Jupyter Notebook 15
deadbits / vector-embedding-api
Flask API for generating text embeddings using OpenAI or sentence_transformers
openai sentence-transformers text-embeddings vector-embeddings api-server cache-storage embedding nlp text-embedding huggingface
Language:Python 14
mmser
nhattruongpham / mmser
SERVER: Multi-modal Speech Emotion Recognition using Transformer-based and Vision-based Embeddings
attention-lstm audio-embedding multimodal-emotion-recognition speech-emotion-recognition text-embedding gpu-support vggish
Language:Jupyter Notebook 14
UBOS-tech / node-red-contrib-openai-ubos
A Node-RED node that interacts with OpenAI machine learning models to generate text like ChatGPT
ai chatgpt chatgpt-api code-generation dall-e flow gpt-3 gpt-35-turbo-0301 javascript machine-learning no-code node-red nodejs openai text-generation ada-002 embeddings embeddings-model text-embedding
Language:JavaScript 12
brainsqueeze / text2vec
Contextual embedding for text blobs.
text-embedding tensorflow text-summarization sequence-to-sequence attention-model transformer-encoder natural-language-processing
Language:Python 11
leungkimming / SK-DocumentSearch
Using Semantic Kernel to obtain answer from a PDF document, with embeddings stored in Redis and HuggingFace to create embeddings.
huggingface redis semantic-kernel semantic-search text-embedding
Language:C# 11
easonlai / product_recommendations_with_gpt
I have improved the demo by using Azure OpenAI’s Embedding model (text-embedding-ada-002), which has a powerful word embedding capability. This model can also vectorize product key phrases and recommend products based on cosine similarity, but with better results. You can find the updated repo here.
azure azure-openai azure-openai-api cosine-similarity openai product-recommendation python python3 recommender-system text-embedding text-embeddings word-embedding word-embeddings
Language:Jupyter Notebook 9
rafalposwiata / pl-mteb
PL-MTEB: Polish Massive Text Embedding Benchmark
benchmark clustering information-retrieval polish-language semantic-search sentence-transformers sts text-classification text-embedding
Language:Python 9
mind-x
sjy-dv / mind-x
Mind-X is my intelligent alter ego that understands me the best. It assists with and resolves my bothersome tasks, growing in real-time as a next-generation PersonAI system.
ai-native-database database embedding-vectors go llm personal-ai search-engine tensor-database text2vec vector-database vector-search image-embeddings text-embedding text-embeddings
Language:Go 9
Aldenhovel / image-retrieval
An image retrieval engine . 图像检索系统。
image-captioning image-retrieval image-search-engine object-detection text-classification text-embedding
Language:Jupyter Notebook 8
jarvis0 / image-search
🌄 Search images through text by writing a caption or a description. You will be intelligently assisted while typing.
text-mining text-retrieval semantic-embedding typing-assistant autocomplete-search text-prediction text-correction text-completion semantic-search similarity-search text-similarity string-similarity search-autocomplete text-ranking query-expansion text-embedding text-recommendation-engine
Language:Jupyter Notebook 8
Koldim2001 / RAG_LLM
Чат-бот с LLL + RAG
docker-compose llm llm-inference milvus qwen2-5 reranking retrieval-augmented-generation streamlit text-embedding multimodal chatbot
Language:Python 8
emimg-GUI
bysiber / emimg-GUI
Image Steganography GUI | Easily Hide Text Files within Images with User-Friendly GUI | Pyton Tool
cryptography gui hacking image-cryptography image-processing image-steganography image-stenography imagesteg img-steg python python-steg steganography steganography-algorithm steganography-algorithms steganography-tools stenographer stenography text-embedding tkinter tkinter-gui
Language:Python 7
memfreeme / fast-embedding
Fast text embedding service
embedding embedding-server rust text-embedding
Language:Rust 7
bert_text_embedding
yanliang12 / bert_text_embedding
Embedding a text to a vector by pre-trained BERT word embeddings and pooling layers, for the pur[ose of text similarity measuring
bert bert-embeddings deep-learning transformer word-embedding sentence-embeddings text-embedding text-similarity keras tensorflow docker docker-image rest-api flask
Language:Python 7
rosette-api / csharp
Babel Street Analytics Client Library for C#
csharp rosette nuget capi visual-studio text-analysis text-analytics nlp natural-language-processing machine-learning entity-extraction name-translation language-identification morphology text-embedding
Language:C# 6
nmdra / Semantic-Search
A semantic search system built with PostgreSQL and pgvector, powered by Gemini for generating text embeddings..
db-migration echo-framework full-text-search full-text-search-technique gemini-api golang pgvector postgresql rate-limiting redis-cache semantic-search text-embedding tsvector
Language:Go 5

text-embedding

embeddings-benchmark / mteb

xlang-ai / instructor-embedding

Muennighoff / sgpt

ContextualAI / gritlm

SeanLee97 / AnglE

staoxiao / RetroMAE

hugochan / KATE

VectorInstitute / vector-inference

milosgajdos / go-embeddings

alash3al / vecdb

mehdidc / DALLE_clip_score

AstraBert / SenTrEv

lakeraai / canica

kidist-amde / amharic-ir-benchmarks

cloudera / CML_AMP_Few-Shot_Text_Classification

izhx / uni-rep

snapfinger / HSTU-BLaIR

mehdidc / clip_rerank

amazon-science / text_generation_diffusion_llm_topic

NhanPhamThanh-IT / ML-Article-Classifier

deadbits / vector-embedding-api

nhattruongpham / mmser

UBOS-tech / node-red-contrib-openai-ubos

brainsqueeze / text2vec

leungkimming / SK-DocumentSearch

easonlai / product_recommendations_with_gpt

rafalposwiata / pl-mteb

sjy-dv / mind-x

Aldenhovel / image-retrieval

jarvis0 / image-search

Koldim2001 / RAG_LLM

bysiber / emimg-GUI

memfreeme / fast-embedding

yanliang12 / bert_text_embedding

rosette-api / csharp

nmdra / Semantic-Search