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- # Natural Portuguese Language Benchmark (Napolab)
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- <p align="center">
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- <img width="300" height="300" src="https://raw.githubusercontent.com/ruanchaves/napolab/main/images/ideogram_ai_logo.png">
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- </p>
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- The [**Napolab**](https://huggingface.co/datasets/ruanchaves/napolab) is your go-to collection of Portuguese datasets with the following characteristics:
 
 
 
 
 
 
 
 
 
 
 
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  * 🌿 **Natural**: As much as possible, datasets consist of natural Portuguese text or professionally translated text.
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  * βœ… **Reliable**: Metrics correlate reliably with human judgments (accuracy, F1 score, Pearson correlation, etc.).
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  🌍 For broader accessibility, all datasets have translations in **Catalan, English, Galician and Spanish** using the `facebook/nllb-200-1.3B model` via [Easy-Translate](https://github.com/ikergarcia1996/Easy-Translate).
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- ## πŸ“Š Napolab for Experiments with Large Language Models (LLMs)
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- A new format of Napolab specifically designed for researchers experimenting with Large Language Models (LLMs) is now available. This format includes two main fields:
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- * **Prompt**: The input prompt to be fed into the LLM.
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- * **Answer**: The expected classification output label from the LLM, which is always a number between 0 and 5.
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- The dataset in this format can be accessed at [https://huggingface.co/datasets/ruanchaves/napolab](https://huggingface.co/datasets/ruanchaves/napolab). If you've evaluated recent LLMs on this benchmark, please let us know! We'd love to hear about it.
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  ## Leaderboards
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  The [Open PT LLM Leaderboard](https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard) incorporates datasets from Napolab.
 
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+ # 🌎 Natural Portuguese Language Benchmark (Napolab)
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+ The [**Napolab**](https://github.com/ruanchaves/napolab) is your go-to collection of Portuguese datasets for the evaluation of Large Language Models.
 
 
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+ ## πŸ“Š Napolab for Large Language Models (LLMs)
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+ A format of Napolab specifically designed for researchers experimenting with Large Language Models (LLMs) is now available. This format includes two main fields:
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+ * **Prompt**: The input prompt to be fed into the LLM.
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+ * **Answer**: The expected classification output label from the LLM, which is always a number between 0 and 5.
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+
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+ The dataset in this format can be accessed at [https://huggingface.co/datasets/ruanchaves/napolab](https://huggingface.co/datasets/ruanchaves/napolab). If you’ve used Napolab for LLM evaluations, please share your findings with us!
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+ ## Guidelines
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+ Napolab adopts the following guidelines for the inclusion of datasets:
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  * 🌿 **Natural**: As much as possible, datasets consist of natural Portuguese text or professionally translated text.
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  * βœ… **Reliable**: Metrics correlate reliably with human judgments (accuracy, F1 score, Pearson correlation, etc.).
 
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  🌍 For broader accessibility, all datasets have translations in **Catalan, English, Galician and Spanish** using the `facebook/nllb-200-1.3B model` via [Easy-Translate](https://github.com/ikergarcia1996/Easy-Translate).
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  ## Leaderboards
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  The [Open PT LLM Leaderboard](https://huggingface.co/spaces/eduagarcia/open_pt_llm_leaderboard) incorporates datasets from Napolab.