Agentic Document Intelligence

Agentic AI
  • The rise of agentic AI: A review of definitions, frameworks, architectures, applications, evaluation metrics, and challenges (DOI: 10.3390/fi17090404)
  • Agentic AI: Autonomous intelligence for complex goals--A comprehensive survey 
    (DOI: 10.1109/ACCESS.2025.3532853)

  • A survey on agent workflow – Status and future (DOI: 10.1109/ICAIBD64986.2025.11082076)
  • GFM-RAG: Graph foundation model for retrieval augmented generation (DOI: 10.48550/arXiv.2502.01113)
  • Fundamental capabilities and applications of large language models: A survey
    (DOI: 10.1145/3735632)
Document Intelligence
  • Large language models in document intelligence: A comprehensive survey, recent advances, challenges, and future trends (DOI: 10.1145/3768156)
  • A systematic literature review on multimodal text summarization (DOI: 10.1145/3763245)
  • Deep learning based key information extraction from business documents: Systematic literature review
    (DOI: 10.1145/3749369)
  • A systematic survey of text summarization: From statistical methods to large language models
    (DOI: 10.1145/3731445)
  • DocLLM: A layout-aware generative language model for multimodal document understanding
    (DOI: 10.18653/v1/2024.acl-long.463)
Knowledge Graphs
  • From knowledge graph construction to retrieval-augmented generation: A framework for comprehensive earthquake emergency support (DOI: 10.1080/10095020.2025.2514813)
  • Fact checking knowledge graphs - A survey (DOI: 10.1145/3749838)
  • A comprehensive survey on automatic knowledge graph construction (DOI: 10.1145/3618295)
  • Neural-symbolic methods for knowledge graph reasoning: A survey (DOI: 10.1145/3686806)
  • AGENTiGraph: A multi-agent knowledge graph framework for interactive, domain-specific LLM chatbots
    (DOI: 10.1145/3746252.3761459)
Financial Domain
  • FinReflectKG: Agentic construction and evaluation of financial knowledge graphs
    (DOI: 10.1145/3768292.3770363)

  • FinDKG: Dynamic knowledge graphs with large language models for detecting global trends in financial markets (DOI: 10.1145/3677052.3698603)
  • FinSearch: A temporal-aware search agent framework for real-time financial information retrieval with large language models (DOI: 10.1145/3768292.3770382)
  • HybridRAG: Integrating knowledge graphs and vector retrieval augmented generation for efficient information extraction (DOI: 10.1145/3677052.3698671)
  • Multimodal document analytics for banking process automation (DOI: 10.1016/j.inffus.2025.102973)
Legal Domain
  • Construction of legal knowledge graph based on knowledge-enhanced large language models 
    (DOI: 10.3390/info15110666)
  • Approaching the AI Act... with AI: LLMs and knowledge graphs to extract and analyse obligations(DOI: 10.1016/j.clsr.2025.106230)
  • A multi-agent framework with legal event logic graph for multi-defendant legal judgment prediction
    (DOI: 10.1016/j.ipm.2025.104319)
  • A comprehensive survey on legal summarization: Challenges and future directions 
    (DOI: 10.1145/3776586)
  • Automating construction contract review using knowledge graph-enhanced large language models
    (DOI: 10.1016/j.autcon.2025.106179
Educational Domain
  • Using LLM-supported lecture summarization system to improve knowledge recall and student satisfaction (DOI: 10.1016/j.eswa.2024.126371)
  • Educational knowledge graph question answering: Insights from benchmarks and LLM-based solutions
    (DOI: 10.1109/TAI.2025.3595531)
  • A systematic review of integrating knowledge graphs with large language models: Applications, models, evaluation methods, and opportunities (DOI: 10.1007/978-3-032-03873-9_33)
  • Stitching history into semantics: LLM-supported knowledge graph engineering for 19th-century Greek bookbinding (DOI: 10.3390/make7030059)
  • A stepwise intelligence generative method for structured maintenance guidance documents based on knowledge graph augmented LLM (DOI: 10.1016/j.aei.2025.103523)