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Agentic Data Engineering for LLMs: System Design and a Controlled Empirical Study

Source
arxiv.org
Author
Ruomeng Ding, Qianli Shen, Zhaoyang Han, Meixin Chen, Daoyuan Chen, Yaliang Li
Date
Why it matters

Agents that use cumulative experiment feedback found data and reward strategies that beat generic baselines on held-out benchmarks. This is a concrete pattern for automating training-data engineering.

Terms in this piece · Glossary
  • LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
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