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  We introduce **Instructor**👨‍🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) ***by simply providing the task instruction, without any finetuning***. Instructor👨‍ achieves sota on 70 diverse embedding tasks!
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  The model is easy to use with `sentence-transformer` library.
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- # Quick start
 
 
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  ## Installation
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  ```bash
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  git clone https://github.com/HKUNLP/instructor-embedding
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  print(embeddings)
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  ```
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- # Use cases
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- We provide a few specific use cases in the following. For more examples and applications, refer to [our paper](https://arxiv.org/abs/2212.09741)
 
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  ## Calculate embeddings for your customized texts
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  If you want to calculate customized embeddings for specific sentences, you may follow the unified template to write instructions:
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  We introduce **Instructor**👨‍🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) ***by simply providing the task instruction, without any finetuning***. Instructor👨‍ achieves sota on 70 diverse embedding tasks!
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  The model is easy to use with `sentence-transformer` library.
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+ ## Quick start
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+ <hr />
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+
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  ## Installation
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  ```bash
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  git clone https://github.com/HKUNLP/instructor-embedding
 
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  print(embeddings)
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  ```
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+ ## Use cases
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+ <hr />
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+
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  ## Calculate embeddings for your customized texts
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  If you want to calculate customized embeddings for specific sentences, you may follow the unified template to write instructions:
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