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cs.AI2026
Efficient Benchmarking in Production: A Study of an Evolving LLM Agent
Yining She, Lei Lin
Production LLM agents are evaluated repeatedly as they evolve, but full agent benchmarks are costly to rerun. We study efficient recurring evaluation for a production analytics age…
cs.AI2026
DN-Hypo-Pipeline: An AI-Driven Workflow for Generating Hypotheses using Large Language Models and Scientific Explanations
Lei Lin, Xinlong Pan, Ronghao Wang +4
Modern artificial intelligence excels at prediction but cannot explain. From large language models to AI-for-science systems, today's machines answer what by recombining patterns a…