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instructor-embedding
xlang-ai/instructor-embedding
[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings
★2.0kstars
Python
Apache-2.0
Updated: 1d ago
📋 Project at a Glance
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What's this?Models project leveraging embeddings and information-retrieval, built with Python, open-source
Who made it?Maintained by xlang-ai team, 2K⭐ on GitHub, #663 out of 3201 in Models
Why does it exist?In the Models space, embeddings workflows faced efficiency bottlenecks. instructor-embedding was built by xlang-ai to address these information-retrieval challenges.
What can it do?Key use cases: language-model, prompt-retrieval, text-classification
How to install with AI?Use an AI coding assistant (Claude Code, Cursor, Copilot) to automatically set up pip dependencies and virtual env. Follow the README — the AI handles the rest.
🔗 github.com/xlang-ai/instructor-embedding
🔗 github.com/xlang-ai/instructor-embedding
Topics
embeddingsinformation-retrievallanguage-modelprompt-retrievaltext-classificationtext-clusteringtext-embeddingtext-evaluationtext-rerankingtext-semantic-similarity