llama-3.1-Asian-Bllossom-8B-Translator-GGUF
| Property | Value |
|---|---|
| Parameter Count | 8.03B |
| License | llama3.1 |
| Base Model | meta-llama/Llama-3.1-8B-Instruct |
| Supported Languages | Korean, Vietnamese, Indonesian, Cambodian, Thai |
What is llama-3.1-Asian-Bllossom-8B-Translator-GGUF?
This is a specialized multilingual translation model quantized using llama.cpp, designed specifically for Southeast Asian language translation. The model enables mutual translation between five languages with impressive performance metrics across all language pairs.
Implementation Details
Built on the Llama-3.1-8B-Instruct architecture, this model was trained on 20M examples, with 1M examples per translation direction. The GGUF quantization allows for efficient deployment while maintaining translation quality.
- Comprehensive training on 20 different language pair combinations
- Optimized for short text and conversational translation
- Achieves BLEU scores ranging from 45.59 to 78.84
- ROUGE-1 scores between 72.48 and 91.47
Core Capabilities
- Bidirectional translation between all supported language pairs
- Particularly strong performance in Cambodian-related translations
- Efficient handling of common expressions and basic conversations
- Integration-ready with transformers library
Frequently Asked Questions
Q: What makes this model unique?
The model's specialization in Southeast Asian languages and its comprehensive coverage of all possible language pair combinations make it unique. The high BLEU and ROUGE scores, particularly for Cambodian translations, demonstrate its effectiveness.
Q: What are the recommended use cases?
The model is best suited for translating short text segments, common expressions, and basic conversations between the supported Southeast Asian languages. It's particularly effective for scenarios requiring quick and accurate translations of simple content.
