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Prépublication · 2026 arXiv EN

Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments

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 that says what the value should be. This happens when the value is a default valu...

Linhai Ma, Yan Wang et al. #cs.AI
Prépublication · 2026 arXiv EN

ReTerm: Recovery Training for Self-Improving Terminal Agents

Terminal agents have shown strong abilities in complex coding tasks. However, they often struggle to recover from errors during long-running execution (e.g., command errors, faulty implementations), eventually leading to task failures. To this end, we present...

Wei Xie, Kaituo Feng et al. #cs.AI
Prépublication · 2026 arXiv EN

Extreme events and statistics in an AI emulator of a global storm-resolving model

We present HiRO-ACEv2 (High Resolution Output Ai2 Climate Emulator), a two-stage framework for AI emulation of the 3~km resolution X-SHiELD global storm-resolving model (GSRM), and highlight its ability to generate large ensembles of data for studying the char...

Anna Kwa, W. Andre Perkins et al. #physics.ao-ph