ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning

Entropy Trend Reward (ETR) reduces the computational cost of chain-of-thought reasoning by learning which intermediate reasoning steps are essential, addressing a critical bottleneck in deploying reasoning-heavy language models.