TECHNOLOGY PROFILE · TECH-0143
LIME
Local surrogate-model explanation toolkit.
Reference link only — not reviewed this edition. This profile preserves the prepared catalog’s original descriptions. Advantages depend on the workload; comparisons are editorial, not benchmark results.
Where it has an edge
Model-agnostic local perturbations can explain predictions without access to gradients.
Best-fit problems
Explaining black-box text, image or tabular predictions locally.
Tradeoffs & cautions
Neighborhood definition and randomness can make explanations unstable.
What to test before choosing
Use controlled baselines and counterexamples; test false positives, robustness under shift and validity of conclusions.
Runtime & hardware
Local models or configured APIs
Access & licensing
Open-source; check model/data dependencies
Execution
Local / self-hosted
Lifecycle
Not independently audited
Comparison basis
Editorial problem-fit judgement; no head-to-head benchmark performed
Connected concepts
Alternatives to investigate
SHAP · Captum