| --- |
| license: mit |
| library_name: transformers |
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| # Orion-Translate-XL |
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| <div align="center"> |
| <img src="figures/fig1.png" width="60%" alt="Orion-Translate-XL" /> |
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| <hr> |
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| <div align="center" style="line-height: 1;"> |
| <a href="LICENSE" style="margin: 2px;"> |
| <img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/> |
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| </div> |
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| ## 1. Introduction |
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| Orion-Translate-XL focuses on high-fidelity multilingual translation while retaining general reasoning ability. |
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| ## 2. Evaluation Results |
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| ### Comprehensive Benchmark Results |
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| <div align="center"> |
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| | | Benchmark | LinguaX | Orion-base | TransPro | Orion-Translate-XL | |
| |---|---|---|---|---|---| |
| | **Core Reasoning Tasks** | Math Reasoning | 0.558 | 0.541 | 0.572 | 0.595 | |
| | | Logical Reasoning | 0.805 | 0.809 | 0.808 | 0.846 | |
| | | Common Sense | 0.727 | 0.745 | 0.737 | 0.763 | |
| | **Language Understanding** | Reading Comprehension | 0.688 | 0.727 | 0.685 | 0.734 | |
| | | Question Answering | 0.616 | 0.593 | 0.590 | 0.629 | |
| | | Text Classification | 0.795 | 0.787 | 0.798 | 0.844 | |
| | | Sentiment Analysis | 0.767 | 0.752 | 0.791 | 0.807 | |
| | **Generation Tasks** | Code Generation | 0.636 | 0.642 | 0.650 | 0.695 | |
| | | Creative Writing | 0.617 | 0.604 | 0.636 | 0.660 | |
| | | Dialogue Generation | 0.646 | 0.649 | 0.636 | 0.676 | |
| | | Summarization | 0.777 | 0.767 | 0.780 | 0.789 | |
| | **Specialized Capabilities** | Translation | 0.804 | 0.800 | 0.783 | 0.817 | |
| | | Knowledge Retrieval | 0.683 | 0.649 | 0.692 | 0.699 | |
| | | Instruction Following | 0.771 | 0.725 | 0.766 | 0.781 | |
| | | Safety Evaluation | 0.718 | 0.753 | 0.714 | 0.761 | |
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| </div> |
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| ### Overall Performance Summary |
| The Orion-Translate-XL demonstrates strong performance across all evaluated benchmark categories, with particularly notable results in reasoning and generation tasks. |
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| ## 3. Chat Website & API Platform |
| We offer a chat interface and API for you to interact with Orion-Translate-XL. Please check our official website for more details. |
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| ## 4. How to Run Locally |
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| Please refer to our code repository for more information about running Orion-Translate-XL locally. |
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| ### Temperature |
| We recommend setting the temperature parameter to 0.6. |
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| ## 5. License |
| This repository is released under the mit license. The model supports commercial use. |
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| ## 6. Contact |
| If you have any questions, please contact us at support@orion-nlp.org. |
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