AINeutralarXiv – CS AI · 8h ago7/10
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What Makes a Good Terminal-Agent Benchmark Task: A Guideline for Adversarial, Difficult, and Legible Evaluation Design
Researchers have published guidelines for designing rigorous terminal-agent benchmarks to evaluate LLM coding and system-administration capabilities. The paper identifies over 15% of tasks in popular benchmarks as reward-hackable and catalogs six major failure modes caused by treating benchmark design like prompt engineering rather than adversarial testing.