Unverified50% confidenceFactExact time
What relaxed verification mainly lengthens is precisely the reasoning traces of reasoning-type tasks.
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Long-term
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10/19/2026
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UnverifiedThe reasoning switch (reasoning on/off) is an annotation dimension introduced by many post-training datasets: samples with reasoning retain the chain of thought before the final answer, while samples without reasoning retain only a concise final answer.78% similarUnverifiedDuring the inference stage, TRACE retrieves compact evidential prompts from the structure and feeds them to the model as additional information.78% similarUnverified推理时计算扩展通过延长思维链、多路径采样择优、自我验证反思等方式在推理阶段投入更多计算可提升复杂推理任务性能77% similarUnverifiedMechanisms such as Chain-of-Thought, multi-step verification, and self-reflection are implementations of test-time compute scaling.74% similarUnverifiedStreaming inference involves inference optimization techniques such as speculative decoding and continuous batching.74% similar
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