Vlm Preprints

Two new preprints on VLMs: Attributes Should Come from Images, Not Class Names (distribution-conditioned attribute selection that beats prompt tuning) and Ask Twice, Look Twice (prompt echoing resolves the question-first paradox, up to +19 points training-free).