SpanUQ: Span-Level Uncertainty Quantification for Large Language Model Generation
SpanUQ introduces Span-Level Uncertainty Estimation (SLUE), a task to provide interpretable uncertainty scores for specific text segments within LLM generations. It outperforms existing methods by identifying coherent spans and assigning continuous uncertainty scores, making it crucial for trustworthy AI deployment.