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Order Matters: A Chinese Multi-Panel Meme Benchmark for Vision-Language Reasoning

arXiv · AI, language, vision and robotics · article · Aug 27, 2026 · UTC

Many multimodal tasks depend on how visual elements are ordered and composed, not only on recognizing them in isolation. Internet memes are a compact case of this problem: their punchline often depends on a constrained reading order and cross-panel visual--textual cues. While large vision-language models (LVLMs) show strong performance on single-image understanding, it remains unclear whether they can perform sequence-aware reasoning over structured meme layouts, especially in Chinese social media. We introduce CMPM, a Chinese Multi-Panel Meme benchmark with 1,214 annotated samples covering fi

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Evidence & attribution

First collected: 2026-09-21T08:51:59.673Z. This is not the publication date.