Technology Category
Machine Learning: Evaluation and AnalysisNatural Language Processing: Interpretability, Analysis, and Evaluation of NLP ModelsSearch and Optimization: Evaluation and Analysis
Seven simple steps for log analysis in AI systems
Technology Category
Application Category
📝 Abstract
AI systems produce large volumes of logs as they interact with tools and users. Analysing these logs can help understand model capabilities, propensities, and behaviours, or assess whether an evaluation worked as intended. Researchers have started developing methods for log analysis, but a standardised approach is still missing. Here we suggest a pipeline based on current best practices. We illustrate it with concrete code examples in the Inspect Scout library, provide detailed guidance on each step, and highlight common pitfalls. Our framework provides researchers with a foundation for rigorous and reproducible log analysis.
Problem
Research questions and friction points this paper is trying to address.
log analysis
AI systems
standardised approach
model behaviour
evaluation assessment
Innovation
Methods, ideas, or system contributions that make the work stand out.
log analysis
AI systems
standardized pipeline
reproducibility
Inspect Scout
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