High-quality LLM explanations for time-series forecasts boost confidence without improving accuracy across five tasks, functioning as trust heuristics rather than decision aids.
Zana Bucinca, Phoebe Lin, Krzysztof Z
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Quality Without Usefulness: LLM-Generated XAI Narratives as Trust Heuristics Rather Than Decision Aids
High-quality LLM explanations for time-series forecasts boost confidence without improving accuracy across five tasks, functioning as trust heuristics rather than decision aids.