Eliciting and Exploiting Procedural Knowledge in Industry 5.0

Projektinformationen

PERKS

ID Finanzhilfevereinbarung: 101120323

DOI

10.3030/101120323

EK-Unterschriftsdatum 3 Juli 2023

Startdatum 1 Oktober 2023

Enddatum 30 September 2026

Finanziert unter

• Digital, Industry and Space

Gesamtkosten

€ 3 550 250,00

EU-Beitrag

€ 2 908 625,00

Koordiniert durch

CEFRIEL SOCIETA CONSORTILE A RESPONSABILITA LIMITATA SOCIETA BENEFIT
Italy

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Data Management Plan (1)

D1.2 Data Management Plan

D1.2 Data Management Plan (DMP) [Cefriel, M06, Type: DMP, PU]. First version of the DMP that will be updated during the project lifetime with D1.4, to present the status of the project's reflections on data management. [From T1.2]

Documents, reports (6)

D2.2 Report on validation planning and execution, first iteration

D2.2 Report on validation planning and execution, first iteration [WHR, M18, Type: R, PU]. It reports the activities to describe and collect data and metadata to properly support the Machine Learning phase [From T2.2]

D6.1 Market analysis and PERKS positioning for Exploitation

D6.1 Market analysis and PERKS positioning [IDC, M06, Type: R, PU]. This deliverable describes the market analysis, considering PERKS project outcomes. It includes the technology positioning, competition, business environment, etc. [From T6.1] It also contains the initial version of the PERKS Exploitation Plan which will be updated during the project.

D1.3 Project management, quality assurance plan, ethics and legal management and activity progress report second release

D1.3 Project management, quality assurance plan, ethics and legal management and activity progress report second release [Cefriel, M18, Type: R, PU]. Second Project Management Report which also includes the quality assurance plan, the ethics and legal management and the activity progress report. [From T1.1 and T1.3]

D6.2 Communication, Dissemination and Engagement Strategy and Operational Plan

D6.2 Communication, Dissemination and Engagement Strategy and Operational Plan [Onlim, M06, Type: R, PU]. It includes creation of the project website; developing strategy plans for initial dissemination and communication, together with the engagement strategy for stakeholders [From T6.2, T6.4]

D1.1 Project management, quality assurance plan, ethics and legal management and activity progress report first release

D1.1 Project management, quality assurance plan, ethics and legal management and activity progress report first release [Cefriel, M06, Type: R, PU]. First Management Project Report which also includes the quality assurance plan, the ethics and legal management and the activity progress report. [From T1.1 and T1.3]

D4.1 Reference architecture for a Procedural Knowledge Management System

D4.1 Reference architecture for a Procedural Knowledge Management System [NTTD, M06, Type: R, PU]. It describes the design of the architecture to integrate the Procedural Knowledge Management System that will be developed in PERKS. [From T4.1]

Demonstrators, pilots, prototypes (3)

D5.1 Integrated solutions for procedural knowledge exploitation, first release

D5.1 Integrated solutions for procedural knowledge exploitation, first release [NTTD, M15, Type: DEM, PU]. This deliverable includes the tools developed in WP5 (chatbot assistants from knowledge graphs, FAQ generation from knowledge graphs) and their integration for the first version. [From T5.1, T5.2, T5.3]

D4.2 Tools and technologies for Procedural Knowledge management, first release

D4.2 Tools and technologies for Procedural Knowledge management, first release [Cefriel, M15, Type: DEM, PU]. It includes the tools developed in WP4 (for procedural knowledge management, reference model/ontology, system for auditing of knowledge extraction) for the first release. [From T4.1, T4.2, T4.3]

D3.1 Tools and technologies for procedural knowledge elicitation, first release

D3.1 Tools and technologies for procedural knowledge elicitation, first release [DFKI, M15, Type: DEM, PU]. This deliverable collects the activities of extraction from text, manual annotation/collection, knowledge validation with human-in-the-loop. [From T3.1, T3.2, T3.3]

Veröffentlichungen

Conference proceedings (11)

Towards Understanding Attention-based Reasoning through Graph Structures in Medical Codes Classification

Autoren: Noon Goldstein, Saadullah Amin, Günter Neumann
Veröffentlicht in: Proceedings of TextGraphs-17: Graph-based Methods for Natural Language Processing, 2024
Herausgeber: Association for Computational Linguistics

Empowering Industrial Procedures with Knowledge Graphs

Autoren: Scrocca, Mario; Serles, Umutcan
Veröffentlicht in: 2024
Herausgeber: Zenodo
DOI: 10.5281/ZENODO.14498659

Procedural Knowledge Ontology (PKO)

Autoren: Valentina Anita Carriero, Mario Scrocca, Ilaria Baroni, Antonia Azzini and Irene Celino
Veröffentlicht in: Extended Semantic Web Conference (ESWC 2025), 2025
Herausgeber: Springer
DOI: 10.48550/ARXIV.2503.20634

AuditMAI: Towards AI Auditability Infrastructure for Continouous Auditing

Autoren: Laura Waltersdorfer, Fajar J. Ekaputra, Tomasz Miksa, Marta Sabou
Veröffentlicht in: AI-CERT workshop, collocated with AIROV 2024, 2024
Herausgeber: Innsbruck university press
DOI: 10.48550/ARXIV.2406.14243

LLMs Meet Knowledge Graphs For A More Transparent Conversational AI: Wien Energie Chatbot

Autoren: Umutcan Serles, Ioan Toma
Veröffentlicht in: "Proceedings of the 1st Workshop on ""Knowledge Graphs and Neurosymbolic AI Workshop (KG-NeSy 2024) at the AIRoV – The First Austrian Symposium on AI, Robotics, and Vision, Innsbruck, Austria, March 26, 2024.", 2024
Herausgeber: Universität Innsbruck

Human Evaluation of Procedural Knowledge Graph Extraction from Text with Large Language Models

Autoren: Valentina Anita Carriero, Antonia Azzini, Ilaria Baroni, Mario Scrocca and Irene Celino
Veröffentlicht in: International Conference on Knowledge Engineering and Knowledge Management - EKAW, 2024
Herausgeber: Springer
DOI: 10.48550/ARXIV.2412.03589

PERKS: Eliciting and Exploiting Procedural Knowledge in Industry 5.0

Autoren: Irene Celino, Ilaria Baroni, Mario Scrocca
Veröffentlicht in: Poster at Project Networking session at the Semantic Web: International Conference - ESWC, 2024
Herausgeber: Zenodo
DOI: 10.5281/ZENODO.11440918

Towards an Ontology for Procedural Knowledge in Industry 5.0

Autoren: Valentina Anita Carriero, Mario Scrocca, Ilaria Baroni, Antonia Azzini and Irene Celino
Veröffentlicht in: International Workshop on Semantic Industrial Information Modelling - SemIIM@ISWC, 2024
Herausgeber: CEUR-WS.org

Annotation and Extraction of Industrial Procedural Knowledge from Textual Documents

Autoren: Anisa Rula, Gloria Re Calegari, Antonia Azzini, Ilaria Baroni, Irene Celino
Veröffentlicht in: Proceedings of the 12th Knowledge Capture Conference 2023, 2023, ISBN 979-8-4007-0141-2
Herausgeber: ACM
DOI: 10.1145/3587259.3627570

Enhancing Scientific Knowledge Graph Generation Pipelines with LLMs and Human-in-the-Loop

Autoren: Stefani Tsaneva, Danilo Dessì, Francesco Osborne and Marta Sabou
Veröffentlicht in: 2024
Herausgeber: CEUR

PERKS: Eliciting and Exploiting Procedural Knowledge in Industry 5.0

Autoren: Ioan Toma, Umutcan Serles
Veröffentlicht in: Proceedings of the 8th International Joint Conference on Rules and Reasoning, Bucharest, Romania, 16 - 18 September 2024., 2024
Herausgeber: CEUR

Thesis and dissertations (2)

Characteristics of semi-automatic knowledge graph evaluation approaches

Autoren: Liu Oliver (supervision: Marta Sabou, Stefani Tsaneva)
Veröffentlicht in: Bachelor Thesis, 2024
Herausgeber: WU

Large Language Models and Ontology Engineering

Autoren: Tobias Strubreiter (supervision: Marta Sabou, Stefani Tsaneva)
Veröffentlicht in: Bachelor Thesis, 2025
Herausgeber: WU

Peer reviewed articles (4)

Leveraging Knowledge Graphs for AI System Auditing and Transparency

Autoren: Laura Waltersdorfer, Marta Sabou
Veröffentlicht in: Journal of Web Semantics, Ausgabe 84, 2025, ISSN 1570-8268
Herausgeber: Elsevier BV
DOI: 10.1016/J.WEBSEM.2024.100849

Procedural knowledge management in Industry 5.0: Challenges and opportunities for knowledge graphs

Autoren: Irene Celino, Valentina Anita Carriero, Antonia Azzini, Ilaria Baroni, Mario Scrocca
Veröffentlicht in: Journal of Web Semantics, Ausgabe 84, 2025, ISSN 1570-8268
Herausgeber: Elsevier BV
DOI: 10.1016/J.WEBSEM.2024.100850

Web Semantics

Autoren: Fajar J. Ekaputra
Veröffentlicht in: Journal of Web Semantics, 2025, ISSN 1570-8268
Herausgeber: Elsevier BV
DOI: 10.1016/J.WEBSEM.2024.100855

Knowledge graph validation by integrating LLMs and human-in-the-loop

Autoren: Stefani Tsaneva, Danilo Dessì, Francesco Osborne, Marta Sabou
Veröffentlicht in: Information Processing & Management, Ausgabe 62, 2025, ISSN 0306-4573
Herausgeber: Elsevier BV
DOI: 10.1016/J.IPM.2025.104145

Book chapters (1)

Mutual Understanding Between People and Systems via Neurosymbolic AI and Knowledge Graphs

Autoren: Irene Celino, Mario Scrocca, Agnese Chiatti
Veröffentlicht in: Frontiers in Artificial Intelligence and Applications, Handbook on Neurosymbolic AI and Knowledge Graphs, 2025
Herausgeber: IOS Press
DOI: 10.48550/ARXIV.2504.11200