NERVIS: An Interactive System for Graph-Based Exploration and Editing of Named Entities

Fuente: arXiv
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Main Authors: Šmajdek, Uroš, Bohak, Ciril
Format: Preprint
Published: 2025
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author Šmajdek, Uroš
Bohak, Ciril
author_facet Šmajdek, Uroš
Bohak, Ciril
contents We present an interactive visualization system for exploring named entities and their relationships across document collections. The system is designed around a graph-based representation that integrates three types of nodes: documents, entity mentions, and entities. Connections capture two key relationship types: (i) identical entities across contexts, and (ii) co-locations of mentions within documents. Multiple coordinated views enable users to examine entity occurrences, discover clusters of related mentions, and explore higher-level entity group relationships. To support flexible and iterative exploration, the interface offers fuzzy views with approximate connections, as well as tools for interactively editing the graph by adding or removing links, entities, and mentions, as well as editing entity terms. Additional interaction features include filtering, mini-map navigation, and export options to JSON or image formats for downstream analysis and reporting. This approach contributes to human-centered exploration of entity-rich text data by combining graph visualization, interactive refinement, and adaptable perspectives on relationships.
format Preprint
id arxiv_https___arxiv_org_abs_2510_04971
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle NERVIS: An Interactive System for Graph-Based Exploration and Editing of Named Entities
Šmajdek, Uroš
Bohak, Ciril
Human-Computer Interaction
We present an interactive visualization system for exploring named entities and their relationships across document collections. The system is designed around a graph-based representation that integrates three types of nodes: documents, entity mentions, and entities. Connections capture two key relationship types: (i) identical entities across contexts, and (ii) co-locations of mentions within documents. Multiple coordinated views enable users to examine entity occurrences, discover clusters of related mentions, and explore higher-level entity group relationships. To support flexible and iterative exploration, the interface offers fuzzy views with approximate connections, as well as tools for interactively editing the graph by adding or removing links, entities, and mentions, as well as editing entity terms. Additional interaction features include filtering, mini-map navigation, and export options to JSON or image formats for downstream analysis and reporting. This approach contributes to human-centered exploration of entity-rich text data by combining graph visualization, interactive refinement, and adaptable perspectives on relationships.
title NERVIS: An Interactive System for Graph-Based Exploration and Editing of Named Entities
topic Human-Computer Interaction
url https://arxiv.org/abs/2510.04971