MT3-Gen10-gemma-2-9B Open-Source Text Generation Model - Integrating Multiple Variants to Enhance Creative Effects

MT3 Gen10 Gemma 2 9B

Developed by zelk12

This is a merged model based on the Gemma-2-9B series, utilizing the DARE TIES method to combine multiple Gemma variants, aiming to enhance text generation capabilities.

Large Language Model

Transformers

#Multi-model Integration #Text Generation Optimization #DARE TIES Fusion

Downloads 30

Release Time : 4/7/2025

Model Overview

This model is an enhanced version obtained by merging multiple Gemma-2-9B variants using the mergekit tool, focusing on text generation tasks.

Model Features

Multi-model Fusion

Utilizes the DARE TIES method to merge 6 different Gemma-2-9B variants, combining the strengths of each model.

Parameter Efficiency

Uses the density parameter to control the proportion of retained weights, reducing redundancy while maintaining performance.

Text Generation Optimization

Combines multiple optimized Gemma variants to improve the quality and coherence of generated text.

Model Capabilities

Text Generation

Dialogue Systems

Instruction Following

Use Cases

Content Creation

Article Generation

Generates coherent articles or paragraphs based on prompts.

Capable of producing structurally sound and semantically coherent text.

Dialogue Systems

Intelligent Assistant

Builds dialogue systems capable of understanding and responding to natural language queries.

Provides contextually relevant responses.

🚀 Model Merge Project

This project involves merging pre - trained language models, aiming to combine the strengths of multiple models to achieve better text - generation performance.

🚀 Quick Start

This is a merge of pre - trained language models created using mergekit.

✨ Features

Model Merging: Combines multiple pre - trained Gemma - based models.
Advanced Merge Method: Utilizes the DARE TIES merge method.

📚 Documentation

Merge Details

Merge Method

This model was merged using the DARE TIES merge method using [zelk12/MT - Gen6fix - gemma - 2 - 9B](https://huggingface.co/zelk12/MT - Gen6fix - gemma - 2 - 9B) as a base.

Models Merged

The following models were included in the merge:

[TheDrummer/Tiger - Gemma - 9B - v3](https://huggingface.co/TheDrummer/Tiger - Gemma - 9B - v3)
[IlyaGusev/gemma - 2 - 9b - it - abliterated](https://huggingface.co/IlyaGusev/gemma - 2 - 9b - it - abliterated)
[zelk12/MT1 - Gen7 - gemma - 2 - 9B](https://huggingface.co/zelk12/MT1 - Gen7 - gemma - 2 - 9B)
[Sorawiz/Gemma - 9B - Chat](https://huggingface.co/Sorawiz/Gemma - 9B - Chat)
[zelk12/MT - Merge6 - gemma - 2 - 9B](https://huggingface.co/zelk12/MT - Merge6 - gemma - 2 - 9B)

Configuration

The following YAML configuration was used to produce this model:

models:
  - model: zelk12/MT - Gen6fix - gemma - 2 - 9B
    #no parameters necessary for base model
  - model: TheDrummer/Tiger - Gemma - 9B - v3
    parameters:
      density: 0.5
      weight: 0.8
  - model: Sorawiz/Gemma - 9B - Chat
    parameters:
      density: 0.5
      weight: 0.68
  - model: IlyaGusev/gemma - 2 - 9b - it - abliterated
    parameters:
      density: 0.5
      weight: 0.61
  - model: zelk12/MT - Merge6 - gemma - 2 - 9B
    parameters:
      density: 0.5
      weight: 0.5
  - model: zelk12/MT1 - Gen7 - gemma - 2 - 9B
    parameters:
      density: 0.5
      weight: 0.5

merge_method: dare_ties
base_model: zelk12/MT - Gen6fix - gemma - 2 - 9B
parameters:
  normalize: true
dtype: bfloat16

📄 License

The license for this project is gemma.

Property	Details
Base Model	TheDrummer/Tiger - Gemma - 9B - v3, IlyaGusev/gemma - 2 - 9b - it - abliterated, zelk12/MT1 - Gen7 - gemma - 2 - 9B, zelk12/MT - Gen6fix - gemma - 2 - 9B, Sorawiz/Gemma - 9B - Chat, zelk12/MT - Merge6 - gemma - 2 - 9B
Library Name	transformers
Tags	mergekit, merge
Pipeline Tag	text - generation

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