mlsanityData to 14 Oct 2026

MuDoC: An Interactive Multimodal Document-grounded Conversational AI System

arXiv 2502.09843 ↗First posted 14 Feb 2025cs.AI cs.HC cs.MMcited by 3

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Abstract (arXiv)

Multimodal AI is an important step towards building effective tools to leverage multiple modalities in human-AI communication. Building a multimodal document-grounded AI system to interact with long documents remains a challenge. Our work aims to fill the research gap of directly leveraging grounded visuals from documents alongside textual content in documents for response generation. We present an interactive conversational AI agent 'MuDoC' based on GPT-4o to generate document-grounded responses with interleaved text and figures. MuDoC's intelligent textbook interface promotes trustworthiness and enables verification of system responses by allowing instant navigation to source text and figures in the documents. We also discuss qualitative observations based on MuDoC responses highlighting its strengths and limitations.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 13 of its 19 references that are in the map. First posted on arXiv 14 Feb 2025.

Builds on

13 of 19 references.

References · 13

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  2. 2017Mask R-CNNcited by 7,277
  3. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,355
  4. 2020Dense Passage Retrieval for Open-Domain Question Answeringcited by 3,824
  5. 2022LaMDA: Language Models for Dialog Applicationscited by 1,220
  6. 2023DreamLLM: Synergistic Multimodal Comprehension and Creationcited by 297
  7. 2023KOSMOS-2.5: A Multimodal Literate Modelcited by 96
  8. 2020doc2dial: A Goal-Oriented Document-Grounded Dialogue Datasetcited by 88
  9. 2022MMDialog: A Large-scale Multi-turn Dialogue Dataset Towards Multi-modal Open-domain Conversationcited by 56
  10. 2021PhotoChat: A Human-Human Dialogue Dataset with Photo Sharing Behavior for Joint Image-Text Modelingcited by 43
  11. 2021Constructing Multi-Modal Dialogue Dataset by Replacing Text with Semantically Relevant Imagescited by 26
  12. 2024Jill Watson: A Virtual Teaching Assistant powered by ChatGPTcited by 24
1 more
  1. 2024Unified Multimodal Interleaved Document Representation for Retrievalcited by 6

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 2; 2026: 1.

3 papers.