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DRT-o1-7B

Neural machine translation model based on deep inference

#neural machine translation
#Huggingface
#multi-agent framework
#long thinking reasoning
#Qwen2.5
DRT-o1-7B

Product Details

DRT-o1-7B is a model dedicated to successfully applying long-thinking reasoning to neural machine translation (MT). The model synthesizes MT samples by mining English sentences suitable for long-thinking translation, and proposes a multi-agent framework including three roles: translator, consultant, and evaluator. DRT-o1-7B and DRT-o1-14B use Qwen2.5-7B-Instruct and Qwen2.5-14B-Instruct as the backbone network for training. The main advantage of this model is its ability to handle complex language structures and deep semantic understanding, which are crucial to improving the accuracy and naturalness of machine translation.

Main Features

1
• Long-chain thinking applied to machine translation: improve translation quality through long-chain thinking.
2
• Multi-agent framework design: includes three roles: translator, consultant, and evaluator to synthesize MT samples.
3
• Training based on Qwen2.5-7B-Instruct and Qwen2.5-14B-Instruct: Use advanced pre-trained models as the basis.
4
• Supports English and Chinese translation: able to handle machine translation tasks between Chinese and English.
5
• Suitable for complex language structures: Ability to process complex sentences containing metaphors or metaphors.
6
• Provide model checkpoints: to facilitate researchers and developers to use and further study.
7
• Support Huggingface Transformers and vllm deployment: easy to integrate and use.

How to Use

1
1. Visit the Huggingface official website and navigate to the DRT-o1-7B model page.
2
2. Import the necessary libraries and modules according to the code examples provided on the page.
3
3. Set the model name to 'Krystalan/DRT-o1-7B' and load the model and tokenizer.
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4. Prepare input text, such as an English sentence that needs to be translated.
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5. Use a tokenizer to convert the input text into a format acceptable to the model.
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6. Enter the converted text into the model and set generation parameters such as the maximum number of new tokens.
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7. After the model generates the translation results, use a tokenizer to decode the generated tokens to obtain the translated text.
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8. Output and evaluate the translation results, and perform subsequent processing as necessary.

Target Users

The target audience of the DRT-o1-7B model is researchers, developers in the field of natural language processing, and machine translation service providers. This model is suitable for them because it provides a new, deep reasoning-based method to improve the quality of machine translation, especially when dealing with complex language structures. In addition, it can also promote research on the application of long-thinking reasoning in machine translation.

Examples

Case 1: Using the DRT-o1-7B model to translate English literary works containing metaphors into Chinese.

Case 2: Apply DRT-o1-7B to a cross-cultural communication platform to provide high-quality automatic translation services.

Case 3: Use the DRT-o1-7B model in academic research to analyze and compare the performance of different machine translation models.

Quick Access

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Categories

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› translate
› Model training and deployment

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