Behavior of <think> Tag in QwQ-32B Model Responses

Knowledge Articles
1

Issue Summary:
Users may observe that responses from the QwQ-32B model (also referred to as the “thinking model”) contain a closing </think> tag without a corresponding opening <think> tag. This may cause issues in parsing logic or structured post-processing pipelines.

Root Cause:
This is expected behavior when the model is used with the apply_chat_template function and the add_generation_prompt=True parameter is enabled. As per the official QwQ-32B usage guidelines provided by Hugging Face:

Enforce Thoughtful Output: Ensure the model starts with <think>\n to prevent generating empty thinking content, which can degrade output quality. If you use apply_chat_template and set add_generation_prompt=True, this is already automatically implemented, but it may cause the response to lack the <think> tag at the beginning. This is normal behavior.

Explanation:
When add_generation_prompt=True is used:

  • The system template assumes the presence of a <think> block implicitly.
  • Therefore, the model may skip outputting the opening <think> tag, even though the thinking content is still generated and closed properly with </think>.
  • This results in only a closing </think> tag being visible in the output.

This behavior is by design and does not indicate a malfunction or model issue.

3 Likes