Process Extraction from Text: Benchmarking the State of the Art and Paving the Way for Future Challenges

P Bellan, M Dragoni, C Ghidini, H van der Aa… - arXiv preprint arXiv …, 2021 - arxiv.org
The extraction of process models from text refers to the problem of turning the information
contained in an unstructured textual process descriptions into a formal representation, ie, a …

[HTML][HTML] Machine learning in business process management: A systematic literature review

S Weinzierl, S Zilker, S Dunzer, M Matzner - Expert Systems with …, 2024 - Elsevier
Abstract Machine learning (ML) provides algorithms to create computer programs based on
data without explicitly programming them. In business process management (BPM), ML …

NLP4PBM: a systematic review on process extraction using natural language processing with rule-based, machine and deep learning methods

W Van Woensel, S Motie - Enterprise Information Systems, 2024 - Taylor & Francis
This literature review studies the field of automated process extraction, ie transforming
textual descriptions into structured processes using Natural Language Processing (NLP) …

PAGED: A Benchmark for Procedural Graphs Extraction from Documents

W Du, W Liao, H Liang, W Lei - arXiv preprint arXiv:2408.03630, 2024 - arxiv.org
Automatic extraction of procedural graphs from documents creates a low-cost way for users
to easily understand a complex procedure by skimming visual graphs. Despite the progress …

[PDF][PDF] Automating Pathway Extraction from Clinical Guidelines: A Conceptual Model, Datasets and Initial Experiments

D Gratwohl, H van der Aa, HA Lopez - 2024 - eprints.cs.univie.ac.at
Machine-learning based generation of process models from natural language text process
descriptions provides a solution for the time-intensive and expensive process discovery …

Declarative process model translation and text generation

H Yang, Y Zhang, Y Lu, Y Zhou - Service Oriented Computing and …, 2024 - Springer
Workflow technology is a hot topic in the field of service computing. Due to the traditional
imperative business process models tending toward strict sequential logic, they can not …

[PDF][PDF] Challenges in Legal Process Discovery.

HA López - ITBPM@ BPM, 2021 - ceur-ws.org
One of the main promises of process conformance is the opportunity to align normative
processes (ie how the process should behave) and event logs (ie how does the process …

Uncovering change: A streaming approach for declarative processes

A Burattin, HA López, L Starklit - International Conference on Process …, 2022 - Springer
Process discovery is a family of techniques that helps to comprehend processes from their
data footprints. Yet, as processes change over time so should their corresponding models …

Leveraging execution traces to enhance traceability links recovery in BPMN models

R Lapeña, F Pérez, Ó Pastor, C Cetina - Information and Software …, 2022 - Elsevier
Abstract Context: Traceability Links Recovery has been a topic of interest for many years,
resulting in techniques that perform traceability based on the linguistic clues of the software …

A Monitoring and Discovery Approach for Declarative Processes Based on Streams

A Burattin, HA López, L Starklit - arXiv preprint arXiv:2208.05364, 2022 - arxiv.org
Process discovery is a family of techniques that helps to comprehend processes from their
data footprints. Yet, as processes change over time so should their corresponding models …