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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.
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+ The complete dataset, along with detailed descriptions, specific formats, usage instructions, and construction methods, will be released soon.