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 This is a continued pre-train as well as an instruct fine-tune done using Unsloth in order to make SmolLM2 360m capable of speaking German.
 It has been trained on 15% of the German Wikipedia as well as the full German version of the Alpaca-GPT4 dataset (translated version).
 
-Even though a lot of training has been done, this is still a tiny model and is highly limited to its small size. Expect many hallucinations and do not use this in a demanding production workflow.
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+Even though a lot of training has been done, this is still a tiny model and is highly limited to its small size. Expect many hallucinations and do not use this in a demanding production workflow.
+
+# Links
+
+- [Ollama](https://ollama.com/jace-ai/SmolLM2-German-Instruct)
+- [Technical report paper](url)
+
+# Cite as
+
+```bibtex
+@misc{smollm2germaninstruct,
+  author       = {Magnus Leonard Schlinsog},
+  title        = {Enhancing Foreign Language Proficiency in SmolLM2-360M via Continued Pretraining and Instruction Fine-Tuning},
+  year         = {2025},
+  url          = {https://huggingface.co/mags0ft/SmolLM2-360m-German-Instruct},
+}
+```
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