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Where Root Cause Analysis Fails: A Retrieval-Reranking Decomposition

Root cause analysis benchmarks conflate retrieval and reranking failures, revealing graph methods rarely beat statistical baselines; a two-stage retriever-LLM reranker matches or exceeds all baselines without causal graphs or labels.

Hada M Muhammad, Luan Pham, Laure Barrière, Sachin Shetty and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 19 of 20 reviewers recommend it
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medium 10/10
strict 4/5