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Qinglei Kong

1 accepted papers

2025

Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs

ACL 2025finding

Lightweight Large Language Models (LwLLMs) are reduced-parameter, optimized models designed to run efficiently on consumer-grade hardware, offering significant advantages in resource efficiency, cost-effectiveness, and data privacy. However, these models often struggle with limited inference and rea…