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TN-AutoRCA: Benchmark Construction and Agentic Framework for Self-Improving Alarm-Based Root Cause Analysis in Telecommunication Networks

Published 24 Jul 2025 in cs.CL | (2507.18190v2)

Abstract: Root Cause Analysis (RCA) in telecommunication networks is a critical task, yet it presents a formidable challenge for AI due to its complex, graph-based reasoning requirements and the scarcity of realistic benchmarks.

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