#anomaly-detection

Anomaly Detection

Detecting irregularities and duplicate entries in plain-text ledger data

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June 26, 20266 min read

AD-LLM Benchmark: GPT-4o Hits 0.93+ AUROC Zero-Shot for Text Anomaly Detection

AD-LLM finds GPT-4o hits 0.93–0.99 AUROC zero-shot for text anomaly detection, but LLM model selection stays unreliable for financial audit AI.

Mike Thrift

llmaimachine-learning

June 25, 20266 min read

CausalTAD: Causal Column Ordering for LLM Tabular Anomaly Detection

CausalTAD reorders table columns by causal dependency before LLM serialization, raising average AUC-ROC from 0.803 to 0.834 over AnoLLM.

Mike Thrift

llmaimachine-learning

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