Policy Model Archives – EntropySol AI

Tag: Policy Model

AI Alignment, AI Ethics, AI Safety, Human Preferences, Large Language Models, LLMs, Policy Model, PPO, Reinforcement Learning, Reinforcement Learning from Human Feedback, Reward Model, RLHF, Supervised Fine-Tuning

Bridging the Gap: Reinforcement Learning from Human Feedback

Ibrahim

June 7, 2025

Large language models (LLMs) are incredibly powerful, capable of generating coherent and creative text. Yet, left to their own devices, they can sometimes produce undesirable outputs such as factual inaccuracies, harmful content, or just unhelpful responses. The crucial challenge is alignment: making these powerful AIs behave in a way that is helpful, harmless, and honest.…
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AI Ethics, AI Safety, Direct Preference Optimization, DPO, Fine Tuning, Human Preferences, LLM Alignment, Optimal Solution, Partition Function, Policy Model, PyTorch, Reward Model, RLHF, Supervised Learning

DPO: The Optimal Solution for LLM Alignment

Ibrahim

June 7, 2025

Aligning large language models (LLMs) with complex human values is a grand challenge in artificial intelligence. Traditional approaches like Reinforcement Learning from Human Feedback (RLHF) have proven effective, but they often involve multi step processes that can be computationally intensive and difficult to stabilize. Enter Direct Preference Optimization (DPO), a revolutionary method that provides an…
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