Retrieval-Augmented Generation
Enabled by Knowledge Graphs

Academic workshop at | ISWC 2024 | Baltimore, Maryland, USA

About the event ↓


About the workshop

RAGE-KG explores the state of the art and goes beyond in integrating Retrieval-Augmented Generation (RAG) with Knowledge Graphs as well as the synergies between Large Language Models and the Linked Open Data ecosystem. We aim to foster innovative RAG architectures relying on Semantic Web standards and new approaches to make Linked Open Data usable by LLMs, enhancing their ability to generate reliable, verifiable and context-aware responses based on structured, decentralized and authoritative data sources.

RAGE-KG 2024

Where

ISWC 2024 | Baltimore, Maryland, USA

When

November 11, 2024 | TBD





Event Schedule

Here is our event schedule for November 11, 2024

The workshop explores innovative approaches to integrating RAG with Knowledge Graphs


Session 1: Applications Combining Knowledge Graphs and RAG

Paper 1: CyKG-RAG: Towards knowledge-graph enhanced retrieval augmented generation for cybersecurity

Authors: Kabul Kurniawan, Elmar Kiesling, and Andreas Ekelhart

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Paper 2: Knowledge Graph-Enhanced Retrieval Augmented Generation for E-Commerce

Authors: Zihao Xu, Zhejun Shen, Qunzhi Zhou, and Petar Ristoski

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Paper 3: Towards Improving a Student Advisory Service Chatbot Using Knowledge Graphs

Authors: Daniel Delev, Emmie Schiffer, Felix Vogl, Andreea Iana, and Heiko Paulheim

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Session 2: RAG Systems

Paper 4: Closed-Source vs Open-Source RAGs: lessons learned from the SemTab challenge

Authors: Margherita Martorana, Xueli Pan, Benno Kruit, Tobias Kuhn, and Jacco van Ossenbruggen

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Paper 5: On the Relevant Set of Contexts for Evaluating Retrieval-Augmented Generation Systems

Authors: Dario Garigliotti

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Break


Session 3: RAG for Enhancing Semantic Technologies

Paper 6: Leveraging Large Language Models to Identify Event-Driven Changes in Wikidata Entities

Authors: Gregor Vandak and Amin Anjomshoaa

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Paper 7: Multilingual Word Sense Disambiguation for Semantic Annotations: Fusing Knowledge Graphs, Lexical Resources, and Large Language Models

Authors: Robert David, Anna Kernerman, Ilan Kernerman, Nicolas Ferranti, and Assaf Siani

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Paper 8: Retrieval-Augmented Generation for Query Target Type Identification

Authors: Dario Garigliotti

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Closing Session

Discussion and Closing



Call for Papers

We welcome short papers, full papers and AI-generated papers.

Short papers

  • Novel research contributions
    and preliminary results
  • Related to workshop topics
  • 3-6 pages excluding references

Full papers

  • Novel research contributions
    of extended length
  • Related to workshop topics
  • 7-12 pages excluding references

AI-generated papers

  • Papers generated using AI
  • Upload a description (1-2 pages)
    of the generation approach
  • Upload the generated paper




The papers will be peer-reviewed by multiple researchers.
Selected papers will be published with CEUR.
All papers should follow the 1-column CEUR format:

Overleaf template LaTeX and DOCX templates


Important Dates

Short and full papers


  • Papers due: Closed
  • Notification to authors: from September 5, 2024
  • Camera-ready deadline: September 24, 2024
  • Workshop dates: November 11, 2024


AI-generated papers

(incl. description of the generation approach)

  • AI-generated papers due: October 11, 2024
  • Notification to authors: October 21, 2024

(All deadlines are midnight Anywhere on Earth time.)

Event Speakers

Speakers will be announced soon!

Speaker 1

TBD

TBD

Speaker 2

TBD

TBD

Speaker 3

TBD

TBD

Event Schedule

Here is our event schedule (TBD)

The workshop explores innovative approaches to presenting academic work
and stimulating open scholarly discussion.

Welcome

Welcome from the organisers, agenda

TBD

KeynotesTBD

TBD

Lightning talks

Sponsors

TBD


Organizational Committee

The organisational committee comprises experts in the fields of neurosymbolic AI and Semantic Web.




Workshop venue

Workshop venue location info


Live! Casino & Hotel Maryland

This year's venue has thousands of slot machines and table games, dining from very fancy to casual, a full-service spa, and well-appointed hotel rooms. On the 14th of November, there will be a Blackjack tournament.

The workshop space will be announced closer to the conference date (TBD).




Newsletter

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Contact Us

Address

Building D2, Welthandelsplatz 1,
1020 Vienna, Austria

Phone Number

+43-1-31336/6282