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@@ -4,18 +4,49 @@ language:
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  - it
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  license: apache-2.0
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  tags:
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- - text-generation-inference
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- - transformers
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  - unsloth
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- - llama
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- - trl
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  - NER
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  - RE
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- - IE
 
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  base_model: swap-uniba/LLaMAntino-3-ANITA-8B-Inst-DPO-ITA
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  ---
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- # Official HF Model Card for the paper : LLIMONIIE: Large Language Instructed Model for Open Named Italian Information Extraction
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  - **Developed by:** leopiano98
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  - **License:** apache-2.0
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  - **Finetuned from model :** swap-uniba/LLaMAntino-3-ANITA-8B-Inst-DPO-ITA
 
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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: swap-uniba/LLaMAntino-3-ANITA-8B-Inst-DPO-ITA
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  ---
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+ # LLIMONIIE: Large Language Instructed Model for Open Named Italian Information Extraction
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+
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+ LLIMONIE generalizes IE across diverse domains without requiring input ontologies.
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+
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+ -
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+ Perform three tasks:
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+ - **Open Named Entity Recognition**
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+
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+ - **Open Relation Extraction**
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+
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+ - **Joint Entity and Relation Extraction**
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+
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+
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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/LLIMONIE_anita8b"
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+
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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 :** swap-uniba/LLaMAntino-3-ANITA-8B-Inst-DPO-ITA