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A Dynamic Approach to Collaborative Document Writing (Full Version)

Published: August 24, 2025 | arXiv ID: 2508.17489v2

By: Avital Finanser, Nimrod Talmon

Potential Business Impact:

Helps many people write one story together.

Business Areas:
Natural Language Processing Artificial Intelligence, Data and Analytics, Software

We introduce a model for collaborative text aggregation in which an agent community coauthors a document, modeled as an unordered collection of paragraphs, using a dynamic mechanism: agents propose paragraphs and vote on those suggested by others. We formalize the setting and explore its realizations, concentrating on voting mechanisms that aggregate votes into a single, dynamic document. We focus on two desiderata: the eventual stability of the process and its expected social welfare. Following an impossibility result, we describe several aggregation methods and report on agent-based simulations that utilize natural language processing (NLP) and large-language models (LLMs) to model agents and their contexts. Using these simulations, we demonstrate promising results regarding the possibility of rapid convergence to a high social welfare collaborative text.

Country of Origin
🇮🇱 Israel

Page Count
13 pages

Category
Computer Science:
CS and Game Theory