Unverified50% confidenceDecision RuleExact time
健康的自动标注时间分配比例大致为：数据准备与清洗 30-40%，提示策略设计 20-30%，模型调用 10-20%，后处理与质控 20-30%
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
8/6/2026
First Seen
Valid until: 11/4/2026
Sources
Related Claims
Unverified建议上下文占用接近30%时开始关注，超过40%时执行Compact，超过60%时考虑Clear后重新开始69% similarUnverified微调过程中，数据清洗、格式标准化、指令-回答对的质量控制往往占据整个微调流程70%以上的工作量65% similarUnverifiedIt is recommended to use the Compact command when context usage reaches 60%–80%.65% similarUnverified80% of the success or failure of fine-tuning depends on data quality, and data preparation typically accounts for 60%–70% of the total project workload.64% similarUnverifiedResearch shows that the retention rate for automatic renewals is 30%–50% higher than for manual renewals.64% similar
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