Tema_Q Prompter is a prompt converter that significantly improves the instruction-following performance of LLMs. For example, when you ask an LLM the temaq question, it doesn't always deliver a response that meets your requirements.
When prompts are enhanced using Tema_Q Prompter, roughly a +50% improvement in response rate has been confirmed for models like GPT-5.5 and Gemini-3.5.

The response rates for each model are as follows.

	gpt-5.5-instruct	gemini3.5-flash	qwen3.5-4b
Standard	0/25 (0%)	0/25 (0%)	1/25 (4%)
With Tema_Q Prompter	13/25 (52%)	11/25 (44%)	19/25 (76%)
Improvement	+52%	+44%	+72%

Furthermore, this model's prompt conversion capability surpasses that of Tema_Q-X6-Thinking (35B A3B). It also reduces the number of tokens consumed by approximately one-quarter.

Item	Details
Base Model	Qwen3.5 2B Base
Model Name	Tema_Q-Prompter-1
Supported Languages	Japanese (JA), English (EN), Chinese (ZH)
Model Size	2 Billion Parameters
License	Partially compliant with the Qwen license
Developed by	Tema_Q Development Team

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User Responsibility: Users of the model must fully guarantee that any generated content complies with applicable laws, regulations, and Hugging Face's Terms of Service/Content Policy.
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yuna1126/Tema_Q-Prompter-1-GGUF

Tema_Q-Prompter-1-GGUF

🛡️ Responsible AI Use and Training Data Safety

⚠️ Commitment to Responsible Use

yuna1126/
Tema_Q-Prompter-1-GGUF