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Understanding Novel QA and AI Agent Benchmarks
This chapter analyzes the Novel QA benchmark for assessing long context language models in question answering, emphasizing potential discrepancies between benchmark performance and real-world applications. It also delves into the evolution of AI agent benchmarks and the gap between claimed capabilities and observed limitations in static environments.