- Our contributions: 1) a take on ambiguity in NL-based tabular data analysis, spotlight+poster: arxiv.org/abs/2511.04584, 2) SQaLe: the largest text-to-SQL dataset grounded in real schemas, poster: openreview.net/forum?id=6Ps..., 3) my surprise keynote on our work & reflection on the community :)
