Beyond Control-Flow: Integrating the Resource Perspective into Multi-Collaborative Process Modeling from Text

42d ago · Global · primary source: export.arxiv.org

Researchers have introduced a resource-aware generation pipeline that produces formal BPMN 2.0 collaboration diagrams from natural-language descriptions, moving beyond the control-flow focus of current text-to-model systems [1]. The approach, detailed in a paper submitted on 23 May 2026, addresses a gap in automated process modeling. While Large Language Models can now translate text into process models, existing methods concentrate on ordering activities without capturing the collaborative dimension of business operations [1]. Business Process Management, or BPM, is a discipline centered on translating process artifacts into formal models, a task that has traditionally demanded substantial human expertise in both modeling notations and the specific business context [2]. The new pipeline produces BPMN 2.0 collaboration diagrams by employing a compact, executable intermediate language that mandates resource details. These details define both the organization, represented as a pool, and the role, represented as a lane [1]. A business model describes how an organization creates, delivers, and captures value, and its construction can involve formal descriptions of organizational structures, operational processes, and infrastructure [3]. The pipeline materializes cross-organization dependencies using message events, the standard formal notation for such interactions, while an orthogonal layout routine automatically handles the spatial arrangement of elements within pools and lanes [1]. Experiments conducted on ten business processes using nine different LLMs demonstrated strong resource discovery. The tests showed that control-flow quality was preserved, and the method added only marginal runtime overhead [1]. The discipline of managing technology resources within a firm, known as information technology management, involves functions such as budgeting, staffing, and organizing, and extends to the strategic oversight of technology in alignment with organizational objectives [4]. This new generative modeling approach aims to provide a more comprehensive, multi-collaborative representation of business operations [1].

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Background sources we checked (4)
  • arxiv.org ↗ Process modeling is a sub-domain of Business Process Management (BPM) focused on the translation of process artifacts into formal models. This task traditionally requires extensive human input and domain expertise in both BPM notations and the specific business context. While Lar…
  • en.wikipedia.org ↗ A business model describes how a business organization creates, delivers, and captures value, in economic, social, cultural or other contexts. The model describes the specific way in which the business conducts itself, spends, and earns money in a way that generates profit. The p…
  • en.wikipedia.org ↗ Information technology management (IT management) is the discipline whereby all of the information technology resources of a firm are managed in accordance with its needs and priorities. Managing the responsibility within a company entails many of the basic management functions, …
  • en.wikipedia.org ↗ This glossary of computer science is a list of definitions of terms and concepts used in computer science, its sub-disciplines, and related fields, including terms relevant to software, data science, and computer programming.…

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