| # Hugging Face Model Card for Steel Material Classification | |
| ## Model Description | |
| This model is designed to classify steel industry materials and products based on text descriptions. It uses XLM-RoBERTa as the base model and can classify input text into 66 different steel-related categories. | |
| - **Developed by:** [Your Name/Organization] | |
| - **Model type:** Text Classification | |
| - **Language(s):** Korean, English (multilingual) | |
| - **License:** [Your License] | |
| - **Finetuned from model:** xlm-roberta-base | |
| ## Intended Uses & Limitations | |
| ### Intended Uses | |
| This model is intended to be used for: | |
| - Classifying steel industry materials from text descriptions | |
| - Supporting LCA (Life Cycle Assessment) analysis in steel manufacturing | |
| - Automating material categorization in steel industry documentation | |
| ### Limitations | |
| - The model is specifically trained for steel industry materials and may not perform well on other domains | |
| - Performance may vary with different text styles or technical terminology | |
| - The model requires Korean or English text input | |
| ## Training and Evaluation Data | |
| ### Training Data | |
| The model was trained on steel industry material descriptions and technical documents, focusing on Korean and English text related to steel manufacturing processes. | |
| ### Evaluation Data | |
| [Add information about evaluation data] | |
| ## Training Results | |
| ### Training Infrastructure | |
| [Add training infrastructure details] | |
| ### Training Results | |
| - **Label Independence**: Good (average similarity: 0.1166) | |
| - **Orthogonality**: Good (average dot product: 0.2043) | |
| - **Overall Assessment**: The model shows good separation between different material categories | |
| ## Environmental Impact | |
| [Add environmental impact information] | |
| ## Citation | |
| [Add citation information] | |
| ## Glossary | |
| - **LCA**: Life Cycle Assessment | |
| - **Steel Industry Materials**: Raw materials, fuels, gases, products, and by-products used in steel manufacturing | |
| - **XLM-RoBERTa**: Cross-lingual language model based on RoBERTa architecture | |