Visualization of LLM Annotated Documents

Teodor Todorov Valtchev, Nikolay Paev


Abstract
The paper presents an automatic annotation and visualization system for documents in the field of Social Sciences and Humanities. The annotation is on two levels, named Entities and Events. The system combines automatically generated annotations from language models with a powerful text editor that is extended to accommodate manual annotation. The goal is to support the extraction of information from historical documents by scientists in the SS&H field. At the time of writing of the paper, the system is still in development.
Anthology ID:
2025.ranlp-stud.9
Volume:
Proceedings of the 9th Student Research Workshop associated with the International Conference Recent Advances in Natural Language Processing
Month:
September
Year:
2025
Address:
Varna, Bulgaria
Editors:
Boris Velichkov, Ivelina Nikolova-Koleva, Milena Slavcheva
Venues:
RANLP | WS
SIG:
Publisher:
INCOMA Ltd., Shoumen, Bulgaria
Note:
Pages:
70–77
Language:
URL:
https://aclanthology.org/2025.ranlp-stud.9/
DOI:
Bibkey:
Cite (ACL):
Teodor Todorov Valtchev and Nikolay Paev. 2025. Visualization of LLM Annotated Documents. In Proceedings of the 9th Student Research Workshop associated with the International Conference Recent Advances in Natural Language Processing, pages 70–77, Varna, Bulgaria. INCOMA Ltd., Shoumen, Bulgaria.
Cite (Informal):
Visualization of LLM Annotated Documents (Valtchev & Paev, RANLP 2025)
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PDF:
https://aclanthology.org/2025.ranlp-stud.9.pdf