Qwen Team: Qwen3 hybrid thinking and inference-budget control

What changed

Integrated thinking and non-thinking responses in a unified model family and introduced inference-budget control with model-to-model knowledge transfer.

Scientific scope

Integrated thinking and non-thinking responses in a unified model family and introduced inference-budget control with model-to-model knowledge transfer. One hybrid training-and-inference family report. Dense and expert sizes are not separate achievements; source benchmarks do not establish universal superiority.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. One hybrid training-and-inference family report. Dense and expert sizes are not separate achievements; source benchmarks do not establish universal superiority.

Contributors

• Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

• Qwen3 Technical Report
• Qwen Team: Qwen3 hybrid thinking and inference-budget control — official research record

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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