The authors introduce an entropy-based framework that uses user behavior prediction as a measure of LLM generalization, and find GPT-4o outperforms GPT-4o-mini and Llama-3.1 on movie and music recommendation tasks.
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User Behavior Prediction as a Generic, Robust, Scalable, and Low-Cost Evaluation Strategy for Estimating Generalization in LLMs
The authors introduce an entropy-based framework that uses user behavior prediction as a measure of LLM generalization, and find GPT-4o outperforms GPT-4o-mini and Llama-3.1 on movie and music recommendation tasks.