cere-llama-3-8b-tr

Maintained By
CerebrumTech

CERE-LLAMA-3-8B-TR

PropertyValue
Base ModelLlama 3 8B
Training MethodDORA + LORA Fine-tuning
Training Data5B Turkish tokens
HuggingFace URLCerebrumTech/cere-llama-3-8b-tr

What is cere-llama-3-8b-tr?

CERE-LLAMA-3-8B-TR is a specialized Turkish language model developed by CerebrumTech, based on the Llama 3 8B architecture. It represents a significant advancement in Turkish natural language processing, featuring a custom-extended tokenizer and comprehensive training on high-quality Turkish datasets.

Implementation Details

The model utilizes a sophisticated training approach, combining DORA and LORA fine-tuning techniques. It was trained on a carefully curated dataset comprising 5 billion Turkish tokens and custom instruction sets, ensuring high-quality language understanding and generation capabilities.

  • Custom tokenizer extension specifically optimized for Turkish language
  • Dual-phase training methodology (DORA + LORA)
  • Comprehensive benchmark evaluation across multiple tasks

Core Capabilities

  • Turkish instruction following with high accuracy
  • Strong performance on Winogrande_tr (56.16%)
  • Balanced performance across various benchmarks including TruthfulQA_tr (47.46%) and MMLU_tr (46.46%)
  • Mathematical reasoning capabilities (GSM8k_tr: 25.43%)

Frequently Asked Questions

Q: What makes this model unique?

This model stands out due to its specialized focus on Turkish language processing, featuring a custom-extended tokenizer and comprehensive training on high-quality Turkish datasets. It's one of the few models specifically optimized for Turkish language understanding and generation.

Q: What are the recommended use cases?

The model is particularly well-suited for Turkish language tasks including instruction following, question answering, and general language understanding. Its benchmark results suggest strong capabilities in reasoning tasks and truthfulness assessment in Turkish.

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