DataSTORM presents an LLM agent that performs thesis-driven research on structured databases, achieving new state-of-the-art results on InsightBench and outperforming ChatGPT Deep Research on an ACLED-based dataset.
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StatefulDiscovery externalizes investigation state to coordinate frontier selection, evidence acquisition, and claim adjudication, producing more well-supported and high-value claims than baselines across 40 real-data tasks.
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DataSTORM: Deep Research on Large-Scale Databases using Exploratory Data Analysis and Data Storytelling
DataSTORM presents an LLM agent that performs thesis-driven research on structured databases, achieving new state-of-the-art results on InsightBench and outperforming ChatGPT Deep Research on an ACLED-based dataset.
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StatefulDiscovery: Evidence-Calibrated Claim Formation in Open-Ended Scientific Discovery
StatefulDiscovery externalizes investigation state to coordinate frontier selection, evidence acquisition, and claim adjudication, producing more well-supported and high-value claims than baselines across 40 real-data tasks.