text-embedding

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

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

SGPT: GPT Sentence Embeddings for Semantic Search

Generative Representational Instruction Tuning

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

Codebase for RetroMAE and beyond.

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

Efficient LLM inference on Slurm clusters.

Go module for fetching embeddings from embeddings providers

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

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

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

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

StickerSelector 是一个基于语义向量匹配的表情包选择系统，用于让 AI 在聊天中发送真正符合语境的表情包。 与传统依赖关键词或规则的方案不同，StickerSelector 会将 AI 生成的“表情包意图描述”与本地表情包进行语义匹配，从而选出在当前语境下最自然、最像真人会使用的表情。 适用于 AI 聊天机器人、QQ或微信的自动聊天、AI 女友等需要“拟人化表达”的场景。

A text embedding viewer for the Jupyter environment

Built in SenseTime in 2024. Training and evaluation code of EGTLM model. A model that can do text generation and text embedding tasks simultaneously.

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

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

Embeddable vector database for Rust and Python. HNSW indexing, metadata filtering, hybrid search, and snapshots. The SQLite of vector search.

Code for embedding and retrieval research.