【第172期】AI 安全性方面使用强化学习（RL）的挑战

Seventy3 · Mar 21, 2025 · 13m

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Challenges in Ensuring AI Safety in DeepSeek-R1 Models: The Shortcomings of Reinforcement Learning Strategies

Summary

The provided paper investigates the challenges of using Reinforcement Learning (RL) to ensure AI safety, particularly in models like DeepSeek-R1. It highlights limitations such as reward hacking, language inconsistencies, and difficulties in generalizing to new situations. The paper compares RL with Supervised Fine-Tuning (SFT), noting SFT's strengths in controlling model behavior and simplifying the training process. It…