---
base_model: Qwen/Qwen3-4B-Thinking-2507
tags:
- text-generation-inference
- transformers
- qwen3
license: apache-2.0
language:
- en
---
## Overview

This model is optimized for **concise and structured reasoning**, delivering high-quality outputs with minimal verbosity. By prioritizing efficient internal reasoning over long, explicit explanations, the model provides more practical and focused responses.

This approach results in:

* Improved response quality
* Faster inference
* Lower token usage
* Better suitability for real-world and production use cases

## Key Differences from Base Model

* The `<think>` token has been removed from the chat template. ([Qwen3-4B-Thinking-2507 – Discussion #5](https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507/discussions/5))
* Token generation has been reduced compared to the base model, leading to more concise outputs while maintaining reasoning quality.

## Intended Use

This model is well-suited for applications that require:

* Clear and direct answers
* Efficient reasoning without excessive verbosity
* Lower inference costs and faster response times