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  [PruneMe](https://github.com/arcee-ai/PruneMe) has been utilized using the wikimedia/wikipedia Portuguese (pt) subset by investigating layer similarity with 2000 samples. The layer ranges for pruning were determined based on this analysis to maintain performance while reducing model size.
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- ![Layer Similarity Plot](https://cdn-uploads.huggingface.co/production/uploads/660c0a02cf274b3ab77dd6b7/YoOR1qpIYjIJMA6Xye6yK.png)
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  ## Direct Use
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  Research on large language models; as a foundation for further specialization and finetuning for specific usecases (e.g., summarization, text generation, chatbot, etc.)
 
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  [PruneMe](https://github.com/arcee-ai/PruneMe) has been utilized using the wikimedia/wikipedia Portuguese (pt) subset by investigating layer similarity with 2000 samples. The layer ranges for pruning were determined based on this analysis to maintain performance while reducing model size.
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+ ![Layer Similarity Plot](https://cdn-uploads.huggingface.co/production/uploads/660c0a02cf274b3ab77dd6b7/PaL4iBzj6ikuMfna2EUWp.png)
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  ## Direct Use
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  Research on large language models; as a foundation for further specialization and finetuning for specific usecases (e.g., summarization, text generation, chatbot, etc.)