Yibo Jiang

Is This Your Final Answer? Cross-Contextual Consistency as a Measure of LLM Credibility

It is found that answers with smaller cross-contextual shifts are more likely to be correct or factual, and C3 provides a complementary axis of evaluation and can serve as a benchmark usefulness diagnostic, identifying which portions of a benchmark remain informative even when aggregated scores are widely considered"saturate".