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Author

Haydn Jones

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#artificial intelligence Preprint Sep 2026

Efficiently Linking Unstructured Data for Multi-step Reasoning

Modern LLMs and AI agents increasingly support data engineering workflows that integrate evidence from unstructured sources. Such pipelines typically do data retrieval, integration, and ranking before proceeding to more complex agentic reasoning or actions, e.g., for scientific discovery. The core retrieval problem in...

Jia-Ming Liang, H. Jones, Jacob R. Gardner et al. · 0 citations

Generation of Adversarial Queries via Bayesian Optimization

This work introduces Gremlin, a system for generating adversarial benchmarks of queries with high headroom, and applies Bayesian optimization to search the joint space of queries and witness plans, seeking query-plan pairs that maximize headroom.

Jeffrey Tao, Yi-Meng Zeng, Natalie Maus et al. · 0 citations

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