When LLMs Sit Above Diagnostic Tools: Unrealized Complementarity in Industrial Fault Diagnosis
cs.CL, cs.SY, eess.SY
Submitted: 2026-10-04
Updated: 2026-10-08
Comments: 35 pages, 5 figures + 1 appendix figure
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Large Language Models in Process Systems Engineering: Opportunities, Architectures, and Industrial Deployment Challenges
- Are Diversity Metrics Measuring Diversity? A Capability-Controlled Audit of Majority-Vote Gain in LLM Ensembles
- LLM-as-a-Judge Scores Are Unreliable Optimization Signals in Closed-Loop Table Recognition
- Authority Bias in Language Models: Source Deference and User Agreement Are Not Interchangeable
- Discovering Language Model Behaviors with Model-Written Evaluations
- Appropriate Reliance on AI Advice: Conceptualization and the Effect of Explanations
- Towards Understanding Sycophancy in Language Models
- ToolFailBench: Diagnosing Tool-Use Failures in LLM Agents
- MemToC: Benchmarking Memory-Tool Conflict Resolution in Large Language Models
- Agentic Root Cause Analysis through Evidence-Grounded Reasoning
- TrustMargin: Training-Free Arbitration between Parametric Memory and Retrieved Evidence in Large Language Models
- Agents' Overreliance on Unreliable Tools
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