Unverified50% confidenceTradeoffExact time
In the evolution from GPT-4o to the o-series models, improvements in reasoning capability have been accompanied by a significant increase in latency.
1
Sources
50%
Confidence
Long-term
Relevance
9/28/2026
First Seen
Sources
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Related Claims
UnverifiedFrom GPT-3.5 to GPT-4, GPT-4o, o1, and the o3 series, each generation of models has shown significant improvements in dimensions such as reasoning, code generation, and multimodal understanding, with release cycles shortening from years to quarters or even months.80% similarUnverifiedGPT-5.6 Pro's thinking time has increased noticeably, essentially trading longer reasoning time for higher-quality output, similar to Claude's development path.77% similarUnverifiedGPT-4等大模型在参数规模突破某一阈值后自发涌现出逻辑推理、代码生成等未经专门训练的能力，这一现象称为涌现能力77% similarUnverifiedFlagship models (such as Claude Sonnet/Opus and GPT-4o) have stronger long-context understanding and complex reasoning capabilities, but higher response latency and greater token quota consumption77% similar
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