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AlbertSanchez
AlbertSanchez
April 7, 2026

Alibaba Tongyi Lab's Qwen Pilot team introduced the FIPO algorithm to enhance large model reasoning. It uses a Future-KL mechanism to reward tokens critical for subsequent reasoning, overcoming reasoning length stagnation. In tests, FIPO outperformed comparable models like o1-mini and achieved significant accuracy gains in complex mathematical reasoning.

Alibaba Tongyi Lab's Qwen Pilot team introduced the FIPO algorithm to enhance large model reasoning. It uses a Future-KL mechanism to reward tokens critical for subsequent reasoning, overcoming reasoning length stagnation. In tests, FIPO outperformed comparable models like o1-mini and achieved significant accuracy gains in complex mathematical reasoning. Alibaba Tongyi Lab's Qwen Pilot team introduced the FIPO algorithm to enhance large model reasoning. It uses a Future-KL mechanism to reward tokens critical for subsequent reasoning, overcoming reasoning length stagnation. In tests, FIPO outperformed comparable models like o1-mini and achieved significant accuracy gains in complex mathematical reasoning.
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