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  # SamKash-Tolstoy — DeepSeek LoRA (Russian Literature)
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- **Developed by Samiya Kashif and Kashif Salahuddin**, **SamKash-Tolstoy** is a domain-specialized LLM (lightweight LoRA adapter) built exclusively for Russian literature. It’s trained on **475 public-domain Russian classics** from the Project Gutenberg collection and enriched with **university and critics’ articles** filtered from the **OSCAR** web corpus, so the voice and psychological depth feel authentic without using any copyrighted books.
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  **Reasoning-forward core:** Based on `deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B`, giving strong structure and long-form coherence; further supervised fine-tuning from output feedback reduces drift and hallucinations over time.
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  # SamKash-Tolstoy — DeepSeek LoRA (Russian Literature)
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+ **Developed by Kashif Salahuddin and Samiya Kashif**, **SamKash-Tolstoy** is a domain-specialized LLM (lightweight LoRA adapter) built exclusively for Russian literature. It’s trained on **475 public-domain Russian classics** from the Project Gutenberg collection and enriched with **university and critics’ articles** filtered from the **OSCAR** web corpus, so the voice and psychological depth feel authentic without using any copyrighted books.
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  **Reasoning-forward core:** Based on `deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B`, giving strong structure and long-form coherence; further supervised fine-tuning from output feedback reduces drift and hallucinations over time.
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