---
license: mit
library_name: transformers
---
# Orion-Translate-XL
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  <img src="figures/fig1.png" width="60%" alt="Orion-Translate-XL" />
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  <a href="LICENSE" style="margin: 2px;">
    <img alt="License" src="figures/fig2.png" style="display: inline-block; vertical-align: middle;"/>
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## 1. Introduction

Orion-Translate-XL focuses on high-fidelity multilingual translation while retaining general reasoning ability.

## 2. Evaluation Results

### Comprehensive Benchmark Results

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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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### Overall Performance Summary
The Orion-Translate-XL demonstrates strong performance across all evaluated benchmark categories, with particularly notable results in reasoning and generation tasks.

## 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.

## 4. How to Run Locally

Please refer to our code repository for more information about running Orion-Translate-XL locally.

### Temperature
We recommend setting the temperature parameter to 0.6.

## 5. License
This repository is released under the mit license. The model supports commercial use.

## 6. Contact
If you have any questions, please contact us at support@orion-nlp.org.