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VLMs reason better when shown visually similar examples with synonymous questions, enabling a new self-training approach that beats state-of-the-art visual reasoning datasets.
Automating paper reproduction isn't about finding code, it's about filling in the "missing manual" of tacit knowledge, and this graph-based agent closes the gap by 24.68%.