Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook 事件

Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook arXiv:2604.06210v3 Announce Type: replace Abstract: As LLMs are globally deployed, aligning their cultural value orientations is critical for safety and user engagement. However, existing benchmarks face the Construct-Composition-Context ($C^3$) challenge: relying on discriminative, multiple-choice formats that probe value knowledge rather than true orientations, overlook subcultural heterogeneity, and