Unverified50% confidenceTradeoffExact time
Chopthin resampling and semantic majority selection are complementary: the former preserves diversity during the generation phase, while the latter leverages diversity during the selection phase.
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9/14/2026
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UnverifiedOverly pursuing diversity sacrifices consistency, while overly constraining consistency causes degradation into rigid templated responses.64% similarUnverifiedIn scenarios such as reinforcement learning and agents, the diversity of the environment significantly affects the model's demand for scale, and more complex and diverse environments often require greater capacity to generalize63% similarUnverifiedThis work attempts to strike a balance between the two objectives of response diversity and persona consistency.62% similarUnverified选择Coze还是Dify取决于更看重多端互通与现成技能（倾向Coze），还是开源生态与私有化部署（倾向Dify）62% similar
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