AI RESEARCH
InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents
arXiv CS.AI
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ArXi:2511.22884v2 Announce Type: replace Data analysis has become an indispensable part of scientific research. To discover the latent knowledge and insights hidden within massive datasets, we need to perform deep exploratory analysis to realize their full value. With the advent of large language models (LLMs) and multi-agent systems, and researchers are making use of these technologies for insight discovery. However, there are few benchmarks for evaluating insight discovery capabilities.