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  # ESCI LLM Aspect Mining (US)
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  A product-intrinsic, polarity-labeled **aspect-annotation layer** over the `us` locale of
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  [ESCI-S](https://github.com/shuttie/esci-s), extracted with a calibrated local LLM
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  (`google/gemma-4-12B-it`, guided JSON, temperature 0). **8.85M aspects** over **3.95M reviews**;
 
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  # ESCI LLM Aspect Mining (US)
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+ [![Code on GitHub](https://img.shields.io/badge/GitHub-ThiagoFNJ%2Fesci--llm--aspect--mining-181717?logo=github)](https://github.com/ThiagoFNJ/esci-llm-aspect-mining)
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  A product-intrinsic, polarity-labeled **aspect-annotation layer** over the `us` locale of
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  [ESCI-S](https://github.com/shuttie/esci-s), extracted with a calibrated local LLM
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  (`google/gemma-4-12B-it`, guided JSON, temperature 0). **8.85M aspects** over **3.95M reviews**;