vclmax/nemo-12b-expansion-v1

TEXT GENERATIONConcurrency Cost:1Model Size:12BQuant:FP8Ctx Length:32kTool Calling:SupportedPublished:May 23, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

The vclmax/nemo-12b-expansion-v1 is a 12 billion parameter MistralForCausalLM model, fine-tuned from mistralai/Mistral-Nemo-Base-2407. Operating in FP16 precision, this model is specifically optimized for prompt expansion tasks. It leverages a 32768 token context length to effectively generate extended and detailed prompts.

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Overview

vclmax/nemo-12b-expansion-v1 is a 12 billion parameter causal language model built upon the MistralForCausalLM architecture. It is a fine-tuned version of the mistralai/Mistral-Nemo-Base-2407 base model, designed with a specific focus on prompt expansion capabilities. The model operates with FP16 precision, balancing performance with computational efficiency.

Key Capabilities

  • Prompt Expansion: Specifically fine-tuned to take an initial prompt and generate more detailed, elaborate, or extended versions of it.
  • Mistral-Nemo Base: Benefits from the underlying architecture and pre-training of the Mistral-Nemo series, providing a strong foundation for language understanding and generation.
  • FP16 Precision: Utilizes half-precision floating-point numbers, which can lead to faster inference and reduced memory footprint compared to full precision models, making it suitable for deployment in resource-constrained environments.

Good For

  • Creative Writing Assistance: Expanding short ideas or outlines into more descriptive narratives or scenarios.
  • Content Generation: Generating longer, more detailed prompts for other generative AI models (e.g., image generation, story writing).
  • Idea Generation: Taking a concise concept and expanding it into multiple related ideas or detailed descriptions.