2 papers
cs.AI2026
Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction
Priyashree Roy, Sujitha Martin, Mohammad Rostami +6
Intelligent document processing (IDP) with vision-language models (VLMs) hinges on confidence scores trustworthy enough to route extractions between automation and human review. Ex…
cs.AI2026
From Errors to Rules: Iterative Prompt Optimization for Text Classification
Yueying Cui, Renhao Xue, Yi Zhang +1
Prompt optimization for text classification spans diverse approaches, from demonstration selection to exploration-based search to error-driven diagnosis, each with known but incomp…