ahmet-erman/cosmos-turkish-culture-veri_1-full_epoch

TEXT GENERATIONConcurrency Cost:1Model Size:9BQuant:FP8Ctx Length:16kPublished:Jun 1, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

The ahmet-erman/cosmos-turkish-culture-veri_1-full_epoch is a 9 billion parameter Gemma2 model developed by ahmet-erman, fine-tuned from ytu-ce-cosmos/Turkish-Gemma-9b-v0.1. This model was trained using Unsloth and Huggingface's TRL library, achieving 2x faster training speeds. It is specialized for tasks related to Turkish culture, leveraging its foundational Turkish language capabilities.

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Model Overview

The ahmet-erman/cosmos-turkish-culture-veri_1-full_epoch is a 9 billion parameter language model developed by ahmet-erman. It is fine-tuned from the ytu-ce-cosmos/Turkish-Gemma-9b-v0.1 model, indicating a specialization in Turkish language understanding and generation, particularly concerning Turkish culture.

Key Training Details

This model leverages the Gemma2 architecture and was trained with significant efficiency improvements. It utilized Unsloth and Huggingface's TRL library, which enabled a 2x faster training process compared to standard methods. This optimization suggests a focus on efficient development and deployment.

Potential Use Cases

Given its fine-tuning from a Turkish Gemma model and its name, this model is likely well-suited for applications requiring:

  • Content generation in Turkish: Creating text, articles, or summaries in the Turkish language.
  • Understanding Turkish cultural contexts: Processing and generating information related to Turkish traditions, history, and societal aspects.
  • Turkish language processing tasks: General NLP tasks such as translation, summarization, or question answering within a Turkish linguistic framework.

Licensing

The model is released under the Apache-2.0 license, allowing for broad use and distribution.