@article{insufficiencybenchevaluatingllmlegaladvi, title = {InsufficiencyBench: Evaluating LLM legal advice on underspecified user queries}, author = {Samuel J. Vincent and Daniel Calloway and Fangyi Yu and Andrew M. Bean and Nabeel Seedat}, year = {2026}, eprint = {2608.20220}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.20220}, }