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--- |
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language: |
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- en |
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- it |
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license: apache-2.0 |
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tags: |
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- unsloth |
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- llama3 |
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- NER |
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- RE |
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- OIE |
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- LLIMONIIE |
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base_model: |
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- unsloth/Phi-3-mini-4k-instruct-bnb-4bit |
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--- |
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# LLIMONIIE: Large Language Instructed Model for Open Named Italian Information Extraction |
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LLIMONIE generalizes IE across diverse domains without requiring input ontologies. |
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- |
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Perform three tasks: |
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- **Open Named Entity Recognition** |
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- **Open Relation Extraction** |
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- **Joint Entity and Relation Extraction** |
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## 💻 Quick Start |
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### Setup conda environment |
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Install the unsloth package following the repo [guide](https://github.com/unslothai/unsloth?tab=readme-ov-file#conda-installation) |
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### Clone the repository |
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```bash |
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git clone https://github.com/leonardoPiano/LLIMONIE.git |
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``` |
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### Run the generation |
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```python |
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from PromptTemplates.instruct_prompt_templates import NER,RE,JOINT |
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from LLM.Unsloth import UnslothLLM |
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model_path="leopiano98/LLIMONIIE_phi3-mini" |
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llimonie=UnslothLLM(model_path,inference=True) |
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task=NER |
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text="Alessandro Manzoni è considerato uno dei maggiori romanzieri italiani di tutti i tempi per il suo celebre romanzo I promessi sposi" |
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messages = [{"role": "system", "content": task}, |
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{"role": "user", "content": text}] |
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output= llimonie.generate(messages, max_new_tokens=512) |
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#output: Alessandro Manzoni[Writer|Person]; I promessi sposi[Novel|Book]; italiani[Nationality|Ethnicity] |
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``` |
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- **Developed by:** leopiano98 |
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- **License:** apache-2.0 |
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- **Finetuned from model :** Phi-3-mini-4k-instruct-bnb-4bit |
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This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. |
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[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |
