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# Turkcell-LLM-7b-v1 # Turkcell-LLM-7b-v1
This model is an extended version of a Mistral-based Large Language Model (LLM) for Turkish. It was trained on a cleaned Turkish raw dataset containing 5 billion tokens. The training process involved using the DORA method followed by fine-tuning with the LORA method. This model is an extended version of a Mistral-based Large Language Model (LLM) for Turkish. It was trained on a cleaned Turkish raw dataset containing 5 billion tokens. The training process involved using the DORA method initially. Following this, we utilized Turkish instruction sets created from various open-source and internal resources for fine-tuning with the LORA method.
## Model Details ## Model Details
- **Base Model**: Mistral 7B based LLM - **Base Model**: Mistral 7B based LLM
- **Tokenizer Extension**: Specifically extended for Turkish - **Tokenizer Extension**: Specifically extended for Turkish
- **Training Dataset**: Cleaned Turkish raw data with 5 billion tokens - **Training Dataset**: Cleaned Turkish raw data with 5 billion tokens
- **Training Method**: Initially with DORA, followed by fine-tuning with LORA - **Training Method**: Initially with DORA, followed by fine-tuning with LORA using custom Turkish instruction sets
### DORA Configuration ### DORA Configuration