DocBench
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Related Articles from SNS
Dr. DocBench: A Comprehensive Benchmark for Expert-Level and Difficult Document Parsing
arXiv:2606.01393v1 Announce Type: new Abstract: Document parsing and recognition are fundamental capabilities for vision-language models (VLMs) and document processing systems. However, existing Optical Character Recognition (OCR) and document parsing benchmarks are increasingly limited in coverage and difficulty: many focus on common document genres or uniformly sampled pages where modern parsers already perform strongly, while offering limited annotation for expert-domain structures such...
MARDoc: A Memory-Aware Refinement Agent Framework for Multimodal Long Document QA
Announce Type: new Abstract: Iterative retrieval-reasoning agents have recently shown promise for multimodal long-document question answering. However, most existing systems maintain a single growing context that mixes retrieval traces, observations, and intermediate reasoning. As interactions accumulate, key evidence becomes scattered and diluted, making multi-hop reasoning noisy.