Orion-Translate-XL

procedure2012/Orion-Translate-XL

Orion-Translate-XL is a feature extraction model from procedure2012. Use it when you need embeddings to search or compare text. It is set up for transformers. The card lists the license as mit.

<div align="center" <img src="figures/fig1.png" width="60%" alt="Orion-Translate-XL" / </div <hr

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At a glance

Task: Feature Extraction
Library: transformers
License: mit
Model type: bert
Access: Public
Created: Aug 5, 2026
Updated: Aug 5, 2026
SHA: 26545a72

Model card

From the Hugging Face model README

Orion-Translate-XL

<div align="center"> <img src="figures/fig1.png" width="60%" alt="Orion-Translate-XL" /> </div> <hr> <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;"/> </a> </div>

1. Introduction

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

2. Evaluation Results

Comprehensive Benchmark Results

	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

</div>

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 [email protected].

Task: Feature Extraction
Library: transformers
Type: bert
License: mit
Created: Aug 5, 2026
Updated: Aug 5, 2026