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Hugging Face Blog·· 14 d ago

AutoSynthData: Generating Training Data for Enterprise Agents

AutoSynthData: Generating Training Data for Enterprise Agents

AI summary

At ServiceNow CoreAI, we built AutoSynthData to turn those capability gaps into training data. It uses a target model's failures and a stronger teacher's successes to decide what the model should learn next, then generates and validates new tasks that exercise those capabilities. As the model improves, the curriculum shifts toward what it still finds difficult.

Selection record

Not admittedSum of both 69 < twice the threshold 120

Source tier
Official, first-hand; this tier's threshold is 60
Pre-filter
passed:介绍生成企业Agent训练数据的AI方法

A model scores each item twice, independently, against one written standard, out of 100. An item is admitted only when the two scores add up to twice the threshold. The threshold is set per source tier.

Source: Hugging Face Blog · huggingface.co