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Mistral 7B Instruct Uz

Developed by behbudiy
Mistral-7B instruction fine-tuned model optimized for Uzbek, supporting various NLP tasks in Uzbek and English
Downloads 49
Release Time : 8/30/2024

Model Overview

This model enhances performance on Uzbek language tasks through continued pre-training and instruction fine-tuning, combining Uzbek and English data while retaining original knowledge. Suitable for applications like machine translation, summarization, and dialogue systems.

Model Features

Uzbek language optimization
Specifically optimized for Uzbek through continued pre-training and instruction fine-tuning, significantly improving performance on Uzbek tasks
Multi-task support
Supports various NLP tasks including text generation, summarization, translation, and question answering
Bilingual capability
Supports both Uzbek and English, suitable for bilingual application scenarios
Performance improvement
Outperforms the base model on Uzbek translation, sentiment analysis, and news classification tasks

Model Capabilities

Uzbek text generation
English text generation
Uzbek-English machine translation
English-Uzbek machine translation
Text summarization
Question answering system
Sentiment analysis
Text classification

Use Cases

Machine translation
Uzbek-English translation
Accurately translate Uzbek text into English
BLEU Uz-En: 29.39, COMET: 86.91
English-Uzbek translation
Accurately translate English text into Uzbek
BLEU En-Uz: 16.77, COMET: 88.75
Text analysis
Uzbek sentiment analysis
Analyze sentiment tendencies in Uzbek text
Accuracy: 79.13%
Uzbek news classification
Classify Uzbek news into specific categories
Accuracy: 59.38%
Dialogue systems
Uzbek chatbot
Build Uzbek dialogue systems
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