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cs.AI2026
Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments
Linhai Ma, Yan Wang, Lingfei Qian +2
Tool-call judges evaluate argument values proposed by LLM agents. We find that they accept a correct value less often when their input holds no reference for it, that is, no text t…
cs.AI2026
Herculean: An Agentic Benchmark for Financial Intelligence
Xueqing Peng, Zhuohan Xie, Yupeng Cao +60
As AI agents advance, the central question is no longer whether they can solve isolated financial tasks, but whether their capabilities generalize across complete professional work…