| | --- |
| | 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. |
| |
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| | This approach results in: |
| |
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| | * 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 |
| |
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| | This model is well-suited for applications that require: |
| |
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| | * Clear and direct answers |
| | * Efficient reasoning without excessive verbosity |
| | * Lower inference costs and faster response times |