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Transforming GLM-5.3-Flash into a Jev-like Decision Model

The study presents a method to achieve Jev-like decision-making capabilities in standard LLMs such as GLM-5.3-Flash by designing input prompts that produce direct answers in the first output token, enabling single-pass decisions. The approach shows comparable accuracy and speed to Jev while outperforming Laya, though Jev remains more cost-effective.

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PublishedSeptember 26, 2026flxflx
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This approach enables single-pass decision-making in standard LLMs, offering a practical alternative for applications requiring fast responses.

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