Latest Research in Multimodal Document Digitization

409 research papers · 2026 median publication year

Top Research Topics in Multimodal Document Digitization

Highest-Cited Papers

  1. Which Negatives Matter? Ask Your Text Encoder: Adaptive Similarity Margins for Dense-Caption Retrieval
  2. StateTrace: An Object-Centric Framework for Hidden-State Spatiotemporal Reasoning in Long Videos
  3. Institutional Newspapers Pipeline: Deriving billions of high quality tokens from historical newspapers
  4. Institutional Books - Enriched Text: A customizable multilingual open-source pipeline for denoising, deduplicating, and annotating OCR text at scale
  5. Event-Causal RAG: A Retrieval-Augmented Generation Framework for Long Video Reasoning in Complex Scenarios
  6. PEEK: Picking Essential frames via Efficient Knowledge distillation
  7. OmniHandwritingOCR: A Diagnostic Benchmark for Evaluating Multimodal LLMs in Handwritten OCR Scenarios
  8. Impact of Iterative Fine-Tuning on Transcription Accuracy in Complex Historical Sanskrit Manuscripts
  9. Institutional Books - Visual Elements: An open-source pipeline for extracting, classifying, deduplicating, and captioning visual elements from digital book collections
  10. LLM-Driven AutoML for Cross-Lingual Handwritten OCR: Closed-Loop Neural Architecture Search with GPT-5, GPT-4o, and Claude Sonnet 4
  11. EuroMillions Breakthrough Mining — 1948 Sources, 14868 Leads Extracted — E8 Intelligence Research
  12. M3TR: Temporal Retrieval Enhanced Multi-Modal Micro-video Popularity Prediction
  13. EuroMillions Breakthrough Mining — 1954 Sources, 14934 Leads Extracted — E8 Intelligence Research
  14. EuroMillions Breakthrough Mining — 1966 Sources, 15066 Leads Extracted — E8 Intelligence Research
  15. EuroMillions Breakthrough Mining — 1939 Sources, 14776 Leads Extracted — E8 Intelligence Research
  16. EuroMillions Breakthrough Mining — 1927 Sources, 14669 Leads Extracted — E8 Intelligence Research
  17. Shorthand, long game
  18. EuroMillions Breakthrough Mining — 1933 Sources, 14725 Leads Extracted — E8 Intelligence Research
  19. EuroMillions Breakthrough Mining — 1927 Sources, 14669 Leads Extracted — E8 Intelligence Research
  20. EuroMillions Breakthrough Mining — 1924 Sources, 14641 Leads Extracted — E8 Intelligence Research

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2026 AUG Q3

Multimodal Document Digitization

409 papers

Top Topics (10)

Intelligence, Security, War Strategy233
Computer Vision and Pattern Recognition96
Computation and Language14
Handwritten Text Recognition Techniques12
Artificial Intelligence8
Multimodal Machine Learning Applications8
Multimedia6
Information Retrieval3
Machine Learning3
Pharmacy and Medical Practices2

Top Publications (20)

1.Which Negatives Matter? Ask Your Text Encoder: Adaptive Similarity Margins for Dense-Caption Retrieval2.StateTrace: An Object-Centric Framework for Hidden-State Spatiotemporal Reasoning in Long Videos3.Institutional Newspapers Pipeline: Deriving billions of high quality tokens from historical newspapers4.Institutional Books - Enriched Text: A customizable multilingual open-source pipeline for denoising, deduplicating, and annotating OCR text at scale5.Event-Causal RAG: A Retrieval-Augmented Generation Framework for Long Video Reasoning in Complex Scenarios6.PEEK: Picking Essential frames via Efficient Knowledge distillation7.OmniHandwritingOCR: A Diagnostic Benchmark for Evaluating Multimodal LLMs in Handwritten OCR Scenarios8.Impact of Iterative Fine-Tuning on Transcription Accuracy in Complex Historical Sanskrit Manuscripts9.Institutional Books - Visual Elements: An open-source pipeline for extracting, classifying, deduplicating, and captioning visual elements from digital book collections10.LLM-Driven AutoML for Cross-Lingual Handwritten OCR: Closed-Loop Neural Architecture Search with GPT-5, GPT-4o, and Claude Sonnet 411.EuroMillions Breakthrough Mining — 1948 Sources, 14868 Leads Extracted — E8 Intelligence Research12.M3TR: Temporal Retrieval Enhanced Multi-Modal Micro-video Popularity Prediction13.EuroMillions Breakthrough Mining — 1954 Sources, 14934 Leads Extracted — E8 Intelligence Research14.EuroMillions Breakthrough Mining — 1966 Sources, 15066 Leads Extracted — E8 Intelligence Research15.EuroMillions Breakthrough Mining — 1939 Sources, 14776 Leads Extracted — E8 Intelligence Research16.EuroMillions Breakthrough Mining — 1927 Sources, 14669 Leads Extracted — E8 Intelligence Research17.Shorthand, long game18.EuroMillions Breakthrough Mining — 1933 Sources, 14725 Leads Extracted — E8 Intelligence Research19.EuroMillions Breakthrough Mining — 1927 Sources, 14669 Leads Extracted — E8 Intelligence Research20.EuroMillions Breakthrough Mining — 1924 Sources, 14641 Leads Extracted — E8 Intelligence Research

Sub-Regions (4)

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