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cs.CL2026
An Empirical Study of VLM Pipelines for Long-Document QA
Kenan E. Ak, Jay Mohta, Gwang Gook Lee +2
Vision-Language Models (VLMs) are increasingly used for long-document processing, where the inputs combine text with charts, tables, figures, and complex layouts. Deploying them me…
cs.AI2026
Do VLMs Read or Rewrite? On Transcription Faithfulness in Vision-Language Models
Gwang Gook Lee, Kenan Emir Ak, Jay Mohta +2
Vision Language Models (VLMs) are increasingly used in place of traditional OCR pipelines for document understanding. In this paper, we show they do not always act as faithful tran…