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llm safety 2causal temporal modeling 1hallucination detection 1multi-agent systems 1multi-turn dialogue 1pre-hoc risk inference 1risk forecasting 1risk propagation 1trajectory-level prediction 1

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cs.CL2025

Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs

Hongming Yang, Shi Lin, Jun Shao +4

Lightweight Large Language Models (LwLLMs) are reduced-parameter, optimized models designed to run efficiently on consumer-grade hardware, offering significant advantages in resour…