Towards Computational Chinese Paleography
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Abstract (arXiv)
Chinese paleography, the study of ancient Chinese writing, is undergoing a computational turn powered by artificial intelligence. This position paper charts the trajectory of this emerging field, arguing that it is evolving from automating isolated visual tasks to creating integrated digital ecosystems for scholarly research. We first map the landscape of digital resources, analyzing critical datasets for oracle bone, bronze, and bamboo slip scripts. The core of our analysis follows the field's methodological pipeline: from foundational visual processing (image restoration, character recognition), through contextual analysis (artifact rejoining, dating), to the advanced reasoning required for automated decipherment and human-AI collaboration. We examine the technological shift from classical computer vision to modern deep learning paradigms, including transformers and large multimodal models. Finally, we synthesize the field's core challenges -- notably data scarcity and a disconnect between current AI capabilities and the holistic nature of humanistic inquiry -- and advocate for a future research agenda focused on creating multimodal, few-shot, and human-centric systems to augment scholarly expertise.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 25 of its 100 references that are in the map. First posted on arXiv 11 Jan 2026.
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25 of 100 references.
References · 25
- 2024OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones?cited by 22
- 2024An open dataset for oracle bone script recognition and deciphermentcited by 18
- 2024Deciphering Oracle Bone Language with Diffusion Modelscited by 18
- 2023AGTGAN: Unpaired Image Translation for Photographic Ancient Character Generationcited by 17
- 2022Unsupervised Structure-Texture Separation Network for Oracle Character Recognitioncited by 15
- 2022RZCR: Zero-shot Character Recognition via Radical-based Reasoningcited by 12
- 2022RCRN: Real-world Character Image Restoration Network via Skeleton Extractioncited by 12
- 2023Toward Zero-shot Character Recognition: A Gold Standard Dataset with Radical-level Annotationscited by 10
- 2024OracleSage: Towards Unified Visual-Linguistic Understanding of Oracle Bone Scripts through Cross-Modal Knowledge Fusioncited by 10
- 2024Puzzle Pieces Picker: Deciphering Ancient Chinese Characters with Radical Reconstructioncited by 8
- 2025OracleFusion: Assisting the Decipherment of Oracle Bone Script with Structurally Constrained Semantic Typographycited by 8
- 2024CHisIEC: An Information Extraction Corpus for Ancient Chinese Historycited by 7
13 more
- 2025Ancient Script Image Recognition and Processing: A Reviewcited by 6
- 2024A comprehensive survey of oracle character recognition: challenges, benchmarks, and beyondcited by 5
- 2025Mitigating Long-tail Distribution in Oracle Bone Inscriptions: Dataset, Model, and Benchmarkcited by 5
- 2025PictOBI-20k: Unveiling Large Multimodal Models in Visual Decipherment for Pictographic Oracle Bone Characterscited by 4
- 2023Diff-Oracle: Deciphering Oracle Bone Scripts with Controllable Diffusion Modelcited by 3
- 2025Clustering-based Feature Representation Learning for Oracle Bone Inscriptions Detectioncited by 3
- 2025CoLa: Chinese Character Decomposition with Compositional Latent Componentscited by 2
- 2025BIRD: Bronze Inscription Restoration and Datingcited by 2
- 2023Incorporating Deep Syntactic and Semantic Knowledge for Chinese Sequence Labeling with GCNcited by 1
- 2024Multi-Modal Multi-Granularity Tokenizer for Chu Bamboo Slip Scriptscited by 1
- 2025Explainable Coarse-to-Fine Ancient Manuscript Duplicates Discoverycited by 1
- 2025Rejoining fragmented ancient bamboo slips with physics-driven deep learningcited by 1
- 2025InteChar: A Unified Oracle Bone Character List for Ancient Chinese Language Modelingcited by 1
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- 2026Combining Synthetic and Real Data for Low-Resource Historical OCR: A Manchu Case Study
- 2026SAGE: From Direct Answering to Evidence-Grounded Inference for Chinese Ancient Document Understanding
- 2026Specializing Large Models for Oracle Bone Script Interpretation via Component-Grounded Multimodal Knowledge Augmentation
- 2026JieZi: A Large-Scale Expert-Audited Dataset and Benchmark for Ancient Chinese Character Exegesis