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…