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The NL-DIR dataset comprises 41K authentic document images, in which each image is paired with five high-quality fine-grained semantic queries, generated and evaluated through large language models in conjunction with manual verification. The complete dataset, along with detailed descriptions, specific formats, usage instructions, and construction methods, will be released soon.
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