Sebastian Raschka 5/12/2024

How Good Are the Latest Open LLMs? And Is DPO Better Than PPO?

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This article provides a detailed technical analysis of four major open-source Large Language Model (LLM) releases from April 2024: Mixtral 8x22B, Meta's Llama 3, Microsoft's Phi-3, and Apple's OpenELM. It compares their architectures, performance on benchmarks like MMLU, and key innovations. The article also delves into reinforcement learning for LLM alignment, specifically comparing the Direct Preference Optimization (DPO) and Proximal Policy Optimization (PPO) algorithms.

How Good Are the Latest Open LLMs? And Is DPO Better Than PPO?

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