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Multimodal LLMs can fail to read text embedded in an image's coarse structure (text a human recovers by squinting) and report that no text is present. We name this class Squint Text and study it as a recognition deficiency, motivated by cases from a production moderation pipeline. We introduce SquintBench, comprising 1...
HA-NPU is presented, the first system to enable efficient hybrid attention LLM inference on edge NPUs without modifying the underlying algorithms, and enhances execution efficiency by reorganizing the dataflow of the LA components across three levels.
A systems vision for AI infrastructure in space is developed as the systems layer that manages AI capabilities across spacecraft, orbital networks, ground stations, and cloud backends, while treating orbital and physical state as part of the resource model.
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