most citedMinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing

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cs.CL2025

Easy Dataset: A Unified and Extensible Framework for Synthesizing LLM Fine-Tuning Data from Unstructured Documents

Ziyang Miao, Qiyu Sun, Jingyuan Wang +4

Large language models (LLMs) have shown impressive performance on general-purpose tasks, yet adapting them to specific domains remains challenging due to the scarcity of high-quali…

cs.CL2025

Lost-in-the-Middle in Long-Text Generation: Synthetic Dataset, Evaluation Framework, and Mitigation

Junhao Zhang, Richong Zhang, Fanshuang Kong +3

Existing long-text generation methods produce lengthy outputs from short inputs, leaving long-input-to-long-output generation underexplored. As input length increases, LLMs increas…