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base_model: CohereForAI/c4ai-command-r7b-arabic-02-2025 language:

• en
• fr
• de
• es
• it
• pt
• ja
• ko
• zh
• ar
• el
• fa
• pl
• id
• cs
• he
• hi
• nl
• ro
• ru
• tr
• uk
• vi

library_name: transformers license: cc-by-nc-4.0 tags:

• llama-cpp
• matrixportal

inference: false extragatedprompt: By submitting this form, you agree to the License Agreement and acknowledge that the information you provide will be collected, used, and shared in accordance with Cohere’s Privacy Policy. You’ll receive email updates about C4AI and Cohere research, events, products and services. You can unsubscribe at any time. extragatedfields: Name: text Affiliation: text Country: country I agree to use this model for non-commercial use ONLY: checkbox

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• Base model: CohereForAI/c4ai-command-r7b-arabic-02-2025
• License: CC-BY-NC-4.0

Quantized with llama.cpp using all-gguf-same-where

🌍 Türkçe Dil Destekli Modeller - Performans Analizi

📌 Test Edilen Modeller

Aşağıdaki yerel modeller, Türkçe metin üretimi ve anlama yetenekleri açısından kapsamlı şekilde test edilmiştir:

1. CohereForAI/c4ai-command-r7b-arabic-02-2025
2. CohereForAI/c4ai-command-r7b-12-2024
3. CohereForAI/aya-expanse-8b
4. ytu-ce-cosmos/Turkish-Llama-8b-Instruct-v0.1
5. google/gemma-3-4b-it
6. google/gemma-3-4b-pt-qat-q4_0-gguf

🔍 Test Kriterleri

Modeller şu 3 temel soruyla değerlendirilmiştir:

1. "Türkiye'deki en önemli 3 tarihi eseri ve kültürel önemini açıklar mısın?"
"İstanbul'un Asya-Avrupa yakası farklarını İngilizce/Türkçe karşılaştır"
"Antalya'da 3 günlük turist planı hazırla"

📊 Öne Çıkan Sonuçlar

Model	Kültürel Doğruluk	Dil Akıcılığı	Çok Dillilik	En Güçlü Yönü
Turkish-Llama-8B	⭐⭐⭐⭐⭐	⭐⭐⭐⭐⭐	⭐	Metaforik anlatım ve yerel bağlam
Aya-Expanse-8B	⭐⭐⭐⭐	⭐⭐⭐⭐	⭐⭐⭐⭐⭐	20+ dil desteği
Command R7B Arabic	⭐⭐⭐	⭐⭐⭐	⭐⭐⭐	Arapça-Türkçe çeviri

🔗 Tam Test Sonuçları

Tüm model yanıtlarını detaylı incelemek için: 📂 Türkçe Destekli Model Karşılaştırmaları

💡 Kullanıcı Rehberi

- 🔥 Türkçe Öncelikli Projeler → Turkish-Llama-8B (En yüksek kültürel uyum)
🌐 Çok Dilli Uygulamalar → Aya-Expanse-8B  
📜 Resmi Dokümanlar → Command R7B serisi
📱 Düşük Kaynak → Gemma-3-4B (Android uyumlu)

⚠️ Önemli Notlar

• Tüm modeller GGUF kuantize formatında test edilmiştir
• Coğrafi isimlerde %5-10 hata payı olabilir
• Yerel kullanım için Ollama/LM Studio önerilir

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🌟 Kişisel Deneyim

"Yerel modellerle yaptığım testlerde özellikle Turkish-Llama-8B'nin Türkçe'yi doğal kullanımı ve kültürel bağlam hakimiyeti beni etkiledi. Siz de kendi projelerinizde bu modelleri deneyerek sonuçları AnkaNLP sayfamızda paylaşabilirsiniz!"

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✅ Quantized Models Download List

🔍 Recommended Quantizations

• ✨ General CPU Use: Q4KM (Best balance of speed/quality)
• 📱 ARM Devices: Q40 (Optimized for ARM CPUs)
• 🏆 Maximum Quality: Q8_0 (Near-original quality)

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📦 Full Quantization Options

🚀 Download	🔢 Type	📝 Notes
Download	!Q2\_K	Basic quantization
Download	!Q3\K\S	Small size
Download	!Q3\K\M	Balanced quality
Download	!Q3\K\L	Better quality
Download	!Q4\_0	Fast on ARM
Download	!Q4\K\S	Fast, recommended
Download	!Q4\K\M ⭐	Best balance
Download	!Q5\_0	Good quality
Download	!Q5\K\S	Balanced
Download	!Q5\K\M	High quality
Download	!Q6\_K 🏆	Very good quality
Download	!Q8\_0 ⚡	Fast, best quality
Download	!F16	Maximum accuracy

💡 Tip: Use F16 for maximum precision when quality is critical

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🚀 Applications and Tools for Locally Quantized LLMs

🖥️ Desktop Applications

Application	Description	Download Link
Llama.cpp	A fast and efficient inference engine for GGUF models.	GitHub Repository
Ollama	A streamlined solution for running LLMs locally.	Website
AnythingLLM	An AI-powered knowledge management tool.	GitHub Repository
Open WebUI	A user-friendly web interface for running local LLMs.	GitHub Repository
GPT4All	A user-friendly desktop application supporting various LLMs, compatible with GGUF models.	GitHub Repository
LM Studio	A desktop application designed to run and manage local LLMs, supporting GGUF format.	Website
GPT4All Chat	A chat application compatible with GGUF models for local, offline interactions.	GitHub Repository

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📱 Mobile Applications

Application	Description	Download Link
ChatterUI	A simple and lightweight LLM app for mobile devices.	GitHub Repository
Maid	Mobile Artificial Intelligence Distribution for running AI models on mobile devices.	GitHub Repository
PocketPal AI	A mobile AI assistant powered by local models.	GitHub Repository
Layla	A flexible platform for running various AI models on mobile devices.	Website

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🎨 Image Generation Applications

Application	Description	Download Link
Stable Diffusion	An open-source AI model for generating images from text.	GitHub Repository
Stable Diffusion WebUI	A web application providing access to Stable Diffusion models via a browser interface.	GitHub Repository
Local Dream	Android Stable Diffusion with Snapdragon NPU acceleration. Also supports CPU inference.	GitHub Repository
Stable-Diffusion-Android (SDAI)	An open-source AI art application for Android devices, enabling digital art creation.	GitHub Repository

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