Diagnosing Task Insensitivity in Language Agents

arXiv:2606.26918 · cs.AI · Submitted 2026-06-25 · Read on arXiv

cs.AI

Submitted: 2026-06-25

Updated: 2026-10-19

Comments: 24 pages

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Generalization — 2× in this paper · explained in 13 episodes

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• Agents' Last Exam
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems