2 papers
cs.AI2026
AM-Bench: Understanding Agents under Task Underspecification across Models and Harnesses
Kaiyu Huang, Yiting Li, Angyang Gu +3
Ambiguous or incomplete task specifications complicate both execution and clarification for language-model agents. Yet agents' responses to these information gaps remain poorly cha…
cs.LG2025
ORGEval: Graph-Theoretic Evaluation of LLMs in Optimization Modeling
Zhuohan Wang, Ziwei Zhu, Ziniu Li +8
Formulating optimization problems for industrial applications demands significant manual effort and domain expertise. While Large Language Models (LLMs) show promise in automating…