MTEB: Massive Text Embedding Benchmark

[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 using vLLM.

Go module for fetching embeddings from embeddings providers

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

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

A text embedding viewer for the Jupyter environment

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

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

Code for embedding and retrieval research.

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

Flask API for generating text embeddings using OpenAI or sentence_transformers

Topic Embedding, Text Generation and Modeling using diffusion

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

Contextual embedding for text blobs.