2 papers
cs.CL2026
HERO: Harnessing Evidence for Test-time Refinement and Prompt Optimization in Program Generation
Mingyu Lu, Timothy Ossowski, Tristan Naumann +2
Harness optimization improves LLMs by refining reusable prompts and scaffolding, yet requires further adaptation for program generation tasks such as text-to-SQL and text-to-Python…
cs.AI2026
HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents
Qianchu Liu, Sheng Zhang, Guanghui Qin +18
As AI agents become increasingly capable of complex, long-horizon reasoning, rigorous evaluation is essential for measuring progress toward real-world healthcare applications. Howe…