LLM OrchestrationOpen Source AI & Machine Learning

OpenRCA

[ICLR'25] OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures?

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OpenRCA is a benchmark for assessing LLMs' root cause analysis ability in a software operating scenario. When given a natural language query, LLMs need to analyze large volumes of telemetry data to identify the relevant root cause elements. This process requires the models to understand complex system dependencies and perform comprehensive reasoning across various types of telemetry data, including KPI time series, dependency trace graphs, and semi-structured log text.

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