text-embedding

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embeddings-benchmark /mteb

Star3k

MTEB: Massive Text Embedding Benchmark

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

UpdatedDec 18, 2025
Python

xlang-ai /instructor-embedding

Star2k

[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

information-retrieval text-classification embeddings language-model text-embedding text-clustering text-semantic-similarity text-evaluation prompt-retrieval text-reranking

UpdatedJan 15, 2025
Python

Muennighoff /sgpt

Star872

SGPT: GPT Sentence Embeddings for Semantic Search

information-retrieval retrieval gpt language-model semantic-search text-embedding sgpt sentence-embeddings neural-search large-language-models

UpdatedFeb 17, 2024
Jupyter Notebook

ContextualAI /gritlm

Star680

Generative Representational Instruction Tuning

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

UpdatedJun 25, 2025
Jupyter Notebook

SeanLee97 /AnglE

Star568

Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard

information-retrieval text-similarity embeddings sts llama semantic-similarity semantic-textual-similarity text-embedding sentence-embeddings text2vec text-vector rag sentence-vector stsbenchmark sentence-embedding dense-retrieval llm retrieval-augmented-generation llama2 mteb

UpdatedOct 19, 2025
Python

staoxiao /RetroMAE

Star268

Codebase for RetroMAE and beyond.

information-retrieval pretrained-models language-model text-embedding

UpdatedJun 7, 2024
Python

hugochan /KATE

Star146

Code & data accompanying the KDD 2017 paper "KATE: K-Competitive Autoencoder for Text"

text-mining deep-learning autoencoder topic-modeling representation-learning text-embedding word-embedding

UpdatedApr 17, 2023
Python

VectorInstitute /vector-inference

Star87

Efficient LLM inference on Slurm clusters using vLLM.

inference vlm text-embedding llm vllm llm-inference reward-modeling

UpdatedDec 15, 2025
Python

milosgajdos /go-embeddings

Star55

Go module for fetching embeddings from embeddings providers

go golang ai embeddings bedrock openai text-embedding cohere text-embeddings vertex-ai llm ollama aws-bedrock

UpdatedJul 20, 2025
Go

alash3al /vecdb

Star33

a vector embedding database with multiple storage engines and AI embedding integrations

machine-learning database ai gemini text-embedding vector-database vector-embeddings

UpdatedAug 8, 2024
Go

AstraBert /SenTrEv

Sponsor

Star29

Simple customizable evaluation for text retrieval performance of Sentence Transformers embedders on PDFs

python semantic-search python-package evaluation-framework text-embedding vector-database sentence-transformers embedders qdrant

UpdatedJan 20, 2025
Python

mehdidc /DALLE_clip_score

Star29

Simple script to compute CLIP-based scores given a DALL-e trained model.

generative-model clip text-to-image text-embedding text-encoding image-embedding dall-e

UpdatedJun 13, 2021
Python

lakeraai /canica

Star21

A text embedding viewer for the Jupyter environment

visualization jupyter jupyter-notebook text-embedding text-embeddings

UpdatedJan 24, 2024
TypeScript

kidist-amde /amharic-ir-benchmarks

Star20

Official codebase for the ACL 2025 Findings paper: Optimized Text Embedding Models and Benchmarks for Amharic Passage Retrieval.

information-retrieval bert bm25 passage-retrieval ndcg text-embedding amharic-corpus mrr roberta amharic-nlp huggingface-transformers colbert multilingual-nlp low-resource-nlp dense-retrieval amharic-language retrieval-evaluation academic-benchmark

UpdatedJul 26, 2025
Jupyter Notebook

snapfinger /HSTU-BLaIR

Star19

HSTU-BLaIR: Lightweight Contrastive Text Embedding for Generative Recommender 🌱

lightweight text-embedding constrastive-learning generative-recommenders

UpdatedJul 4, 2025
Python

cloudera /CML_AMP_Few-Shot_Text_Classification

Star18

Perform topic classification on news articles in several limited-labeled data regimes.

nlp bert text-embedding few-shot-learning zero-shot-classification

UpdatedDec 3, 2024
Jupyter Notebook

izhx /uni-rep

Star17

Code for embedding and retrieval research.

embeddings text-embedding sentence-embeddings infomation-retrieval

UpdatedOct 24, 2023

nhattruongpham /mmser

Star15

SERVER: Multi-modal Speech Emotion Recognition using Transformer-based and Vision-based Embeddings

text-embedding gpu-support speech-emotion-recognition attention-lstm audio-embedding vggish multimodal-emotion-recognition

UpdatedJan 23, 2024
Jupyter Notebook

mehdidc /clip_rerank

Star15

Simple script to re-rank images using OpenAI's CLIPhttps://github.com/openai/CLIP.

generative-model clip reranking text-embedding text-encoding image-embedding

UpdatedMay 3, 2021
Python

amazon-science /text_generation_diffusion_llm_topic

Star15

Topic Embedding, Text Generation and Modeling using diffusion

nlp machine-learning natural-language-processing topic transformers text-generation topic-modeling lda text-embedding topic-models sentence-embeddings diffusion-models t5 text-embeddings

UpdatedMay 30, 2025
Python

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text-embedding

Here are 140 public repositories matching this topic...

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

AstraBert /SenTrEv

mehdidc /DALLE_clip_score

lakeraai /canica

kidist-amde /amharic-ir-benchmarks

snapfinger /HSTU-BLaIR

cloudera /CML_AMP_Few-Shot_Text_Classification

izhx /uni-rep

nhattruongpham /mmser

mehdidc /clip_rerank

amazon-science /text_generation_diffusion_llm_topic

Improve this page

Add this topic to your repo