BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning

BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning explores Reinforcement learning with verifiable rewards struggles to teach compact LLMs robust physical reasoning beyond template matching.. Commercial viability score: 3/10 in Reinforcement Learning.