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  - **Contact**: pierluigi.cassotti@gu.se
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  ### Model Description
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- Janus is a fine-tuned **Llama 3 8B** model designed to generate historically and semantically accurate word usages. It takes as input a word, its sense definition, and a historical year and produces example sentences that reflect linguistic usage from the specified period. This model is particularly useful for **semantic change detection**, **historical NLP**, and **linguistic research**.
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  ### Intended Use
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  - **Semantic Change Detection**: Investigating how word meanings evolve over time.
@@ -46,8 +46,6 @@ Janus is a fine-tuned **Llama 3 8B** model designed to generate historically and
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  - **Batch Size**: **4**
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  - **Learning Rate**: **2e-4**
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  - **Epochs**: **1**
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- - **Framework**: Hugging Face Transformers
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- - **Fine-tuning Script**: `finetuning.py`
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  ### Model Performance
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  - **Temporal Accuracy**: Root mean squared error (RMSE) of **~52.7 years** (close to OED ground truth)
 
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  - **Contact**: pierluigi.cassotti@gu.se
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  ### Model Description
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+ Janus is a fine-tuned **Llama 3 8B** model designed to generate historically and semantically accurate word usages. It takes as input a word, its sense definition, and a year and produces example sentences that reflect linguistic usage from the specified period. This model is particularly useful for **semantic change detection**, **historical NLP**, and **linguistic research**.
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  ### Intended Use
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  - **Semantic Change Detection**: Investigating how word meanings evolve over time.
 
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  - **Batch Size**: **4**
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  - **Learning Rate**: **2e-4**
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  - **Epochs**: **1**
 
 
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  ### Model Performance
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  - **Temporal Accuracy**: Root mean squared error (RMSE) of **~52.7 years** (close to OED ground truth)