Latest Research in Document Transcription Forensics

38 research papers · 2026 median publication year

Top Research Topics in Document Transcription Forensics

Highest-Cited Papers

  1. JieZi: A Large-Scale Expert-Audited Dataset and Benchmark for Ancient Chinese Character Exegesis
  2. Research on Lightweight Stylistic Features for Author Verification
  3. Library spine text detection based on SAM and CFA
  4. TongGuOCR: A Layout-Aware and Token-Augmented OCR MLLM for Chinese Historical Documents
  5. Embedding Rotation Invariance for Provable Multi-Oriented Scene Text Recognition
  6. LLM-Driven AutoML for Cross-Lingual Handwritten OCR: Closed-Loop Neural Architecture Search with GPT-5, GPT-4o, and Claude Sonnet 4
  7. Robust recognition of Tamil inscription letters using a hybrid model combining recurrent neural networks, graph neural networks, and attention mechanisms
  8. CC-OCR V2: Fine-Grained Attribution of LMM Failures in Real-World Visual Document Understanding
  9. MBG-PSENet: A PSENet-Based Model for Dense Text Detection in Customs Declarations
  10. Stoicheia: Character-Level Masked Diffusion for Ancient Greek Textual Restoration, Parsing, and Metrical Scansion
  11. Judge a Book by its Cover: Investigating Multi-Modal LLMs for Multi-Page Handwritten Document Transcription
  12. HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better
  13. Enhancing scene text super-resolution via dense residual reconstruction and asymmetric recurrent modeling
  14. DTRNet: Dual Text-Radical Decoding for Handwritten Chinese Text Recognition with Faked Character Detection
  15. Mapping Armenian Paris: Extracting and Geocoding Commercial Advertisements from the 20th-Century Diaspora Press
  16. A machine-readable catalogue of the Tsiolkovsky papers (fond 555, Archive of the Russian Academy of Sciences), and a way to measure how well its handwriting can be read
  17. BanglaWild: An In-the-Wild Bengali Scene Text Recognition Benchmark for OCR and Vision-Language Models
  18. Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction
  19. Large language models for OCR in cultural heritage: a comparative study on Slovene Folkloristic texts
  20. MinerU-Popo: Universal Post-Processing Model for Structured Document Parsing

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2026 AUG Q2

Document Transcription Forensics

38 papers

Top Topics (8)

Computer Vision and Pattern Recognition17
Handwritten Text Recognition Techniques10
Computation and Language5
Artificial Intelligence2
Authorship Attribution and Profiling1
Machine Learning1
Advanced Image and Video Retrieval Techniques1
Cultural Heritage Management and Preservation1

Top Publications (20)

1.JieZi: A Large-Scale Expert-Audited Dataset and Benchmark for Ancient Chinese Character Exegesis2.Research on Lightweight Stylistic Features for Author Verification3.Library spine text detection based on SAM and CFA4.TongGuOCR: A Layout-Aware and Token-Augmented OCR MLLM for Chinese Historical Documents5.Embedding Rotation Invariance for Provable Multi-Oriented Scene Text Recognition6.LLM-Driven AutoML for Cross-Lingual Handwritten OCR: Closed-Loop Neural Architecture Search with GPT-5, GPT-4o, and Claude Sonnet 47.Robust recognition of Tamil inscription letters using a hybrid model combining recurrent neural networks, graph neural networks, and attention mechanisms8.CC-OCR V2: Fine-Grained Attribution of LMM Failures in Real-World Visual Document Understanding9.MBG-PSENet: A PSENet-Based Model for Dense Text Detection in Customs Declarations10.Stoicheia: Character-Level Masked Diffusion for Ancient Greek Textual Restoration, Parsing, and Metrical Scansion11.Judge a Book by its Cover: Investigating Multi-Modal LLMs for Multi-Page Handwritten Document Transcription12.HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better13.Enhancing scene text super-resolution via dense residual reconstruction and asymmetric recurrent modeling14.DTRNet: Dual Text-Radical Decoding for Handwritten Chinese Text Recognition with Faked Character Detection15.Mapping Armenian Paris: Extracting and Geocoding Commercial Advertisements from the 20th-Century Diaspora Press16.A machine-readable catalogue of the Tsiolkovsky papers (fond 555, Archive of the Russian Academy of Sciences), and a way to measure how well its handwriting can be read17.BanglaWild: An In-the-Wild Bengali Scene Text Recognition Benchmark for OCR and Vision-Language Models18.Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction19.Large language models for OCR in cultural heritage: a comparative study on Slovene Folkloristic texts20.MinerU-Popo: Universal Post-Processing Model for Structured Document Parsing

Sub-Regions (6)

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