# MMRB Multi-Image Reasoning Heuristics ## Cross-Image Alignment - Track the role of each image by its index and compare evidence across all referenced images before deciding. - When the question depends on sequence, correspondence, or retrieval, verify the relation between images instead of judging each image independently. ## Option Elimination - For multiple-choice tasks, compare all options and reject choices that match only part of the visual evidence. - If options differ by a small visual detail, use the most discriminative cue rather than a coarse scene impression. ## Open Answers - For open-ended tasks, give the shortest answer that is fully supported by the combined images. - Preserve exact entities, attributes, counts, and directions when the images support them directly. ## Final Answer - Output only the final answer inside ....