| --- |
| dataset_info: |
| features: |
| - name: messages |
| list: |
| - name: content |
| dtype: string |
| - name: role |
| dtype: string |
| splits: |
| - name: luth_scholar |
| num_bytes: 79535411 |
| num_examples: 30282 |
| - name: luth_croissantllm |
| num_bytes: 52420415 |
| num_examples: 13872 |
| - name: luth_smoltalk2 |
| num_bytes: 112793189 |
| num_examples: 50474 |
| - name: luth_aya_dataset |
| num_bytes: 896669 |
| num_examples: 1422 |
| - name: luth_tulu3_persona_math |
| num_bytes: 235950332 |
| num_examples: 47440 |
| - name: luth_openhermes |
| num_bytes: 626036280 |
| num_examples: 406516 |
| - name: luth_tulu3_persona_instruct |
| num_bytes: 49432042 |
| num_examples: 20617 |
| download_size: 574642048 |
| dataset_size: 1157064338 |
| configs: |
| - config_name: default |
| data_files: |
| - split: luth_scholar |
| path: data/luth_scholar-* |
| - split: luth_croissantllm |
| path: data/luth_croissantllm-* |
| - split: luth_smoltalk2 |
| path: data/luth_smoltalk2-* |
| - split: luth_aya_dataset |
| path: data/luth_aya_dataset-* |
| - split: luth_tulu3_persona_math |
| path: data/luth_tulu3_persona_math-* |
| - split: luth_openhermes |
| path: data/luth_openhermes-* |
| - split: luth_tulu3_persona_instruct |
| path: data/luth_tulu3_persona_instruct-* |
| license: odc-by |
| task_categories: |
| - text-generation |
| language: |
| - fr |
| size_categories: |
| - 100K<n<1M |
| tags: |
| - synthetic |
| - math |
| - instruction |
| --- |
| |
|  |
|
|
| --- |
|
|
| ## Dataset Details |
|
|
| This dataset includes all the data used to fine-tune [**Luth-0.6B-Instruct**](https://huggingface.co/kurakurai/Luth-0.6B-Instruct) and [**Luth-1.7B-Instruct**](https://huggingface.co/kurakurai/Luth-1.7B-Instruct), enhancing their French capabilities on tasks such as instruction following, mathematics, and general knowledge. The models also improved in English thanks to knowledge transfer between the two languages. |
|
|
| It contains ~338M tokens in French. Our data scripts are available on [GitHub](https://github.com/kurakurai/Luth). |
|
|
| ## Dataset Sources |
|
|
| ### Scholar |
| By **Kurakura AI**: [Dataset Link](https://huggingface.co/datasets/kurakurai/scholar). |
| Built from scraped subjects of French Baccalauréat and Preparatory Class (CPGE) entrance exams in mathematics, computer science, and physics. |
|
|
| ### Tulu 3 Persona Instruct |
| By **AllenAI**: [Dataset Link](https://huggingface.co/datasets/allenai/tulu-3-sft-personas-instruction-following). |
| Translated prompts to French, generated new answers with **Qwen3-32B**, then filtered the dataset. |
|
|
| ### Tulu 3 Persona Math |
| By **AllenAI**: [Dataset Link](https://huggingface.co/datasets/allenai/tulu-3-sft-personas-math). |
| Translated prompts to French, generated new answers with **Qwen3-32B**, then filtered the dataset. |
|
|
| ### Smoltalk2 |
| By **HuggingFaceTB**: [Dataset Link](https://huggingface.co/datasets/HuggingFaceTB/smoltalk2). |
| Extracted French samples only. |
|
|
| ### Aya Dataset |
| By **CohereLabs**: [Dataset Link](https://huggingface.co/datasets/CohereLabs/aya_dataset). |
| Extracted French samples only. |
|
|
| ### OpenHermes-fr |
| By **legmlai**: [Dataset Link](https://huggingface.co/datasets/legmlai/openhermes-fr). |
| Filtered the dataset. |
|
|
| ### CroissantLLM |
| By **Manuel Faysse**: [Dataset Link](https://huggingface.co/datasets/croissantllm/CroissantLLM-2201-sft). |
| Extracted French samples only. |
|
|
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{luth2025kurakurai, |
| title = {Luth: Efficient French Specialization for Small Language Models and Cross-Lingual Transfer}, |
| author = {Lasbordes, Maxence and Gad, Sinoué}, |
| year = {2025}, |
| howpublished = {\url{https://arxiv.org/abs/2510.05846}}, |
| note = {arXiv:2510.05846} |
| } |
| ``` |
