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Dongseo Lee

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#artificial intelligence Jun 2025

Training-free LLM Verification via Recycling Few-shot Examples

This work proposes a novel framework that Recycles Few-shot examples to verify LLM outputs (ReFeri), which combines a forward confidence score with a backward reconstruction penalty to select candidates that follow few-shot guidance while avoiding demonstration-specific overfitting.

Dongseo Lee, Jimyung Hong, Dongyoung Kim et al. · arXiv.org · 6 citations