Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Standard

Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway. / Babaei Giglou, Hamed; Taffa, Tilahun Abedissa; Abdullah, Rana et al.
Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings. ed. / Georg Rehm; Stefan Dietze; Sonja Schimmler; Frank Krüger. Springer Science and Business Media Deutschland, 2024. p. 3-18 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 14770 LNAI).

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Harvard

Babaei Giglou, H, Taffa, TA, Abdullah, R, Usmanova, A, Usbeck, R, D’Souza, J & Auer, S 2024, Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway. in G Rehm, S Dietze, S Schimmler & F Krüger (eds), Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 14770 LNAI, Springer Science and Business Media Deutschland, pp. 3-18, 1st International Workshop on Natural Scientific Language Processing and Research Knowledge Graphs - NSLP 2024, Hersonissos, Greece, 27.05.24. https://doi.org/10.48550/arXiv.2406.07257, https://doi.org/10.1007/978-3-031-65794-8_1

APA

Babaei Giglou, H., Taffa, T. A., Abdullah, R., Usmanova, A., Usbeck, R., D’Souza, J., & Auer, S. (2024). Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway. In G. Rehm, S. Dietze, S. Schimmler, & F. Krüger (Eds.), Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings (pp. 3-18). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 14770 LNAI). Springer Science and Business Media Deutschland. https://doi.org/10.48550/arXiv.2406.07257, https://doi.org/10.1007/978-3-031-65794-8_1

Vancouver

Babaei Giglou H, Taffa TA, Abdullah R, Usmanova A, Usbeck R, D’Souza J et al. Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway. In Rehm G, Dietze S, Schimmler S, Krüger F, editors, Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings. Springer Science and Business Media Deutschland. 2024. p. 3-18. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). Epub 2024 Aug 15. doi: 10.48550/arXiv.2406.07257, 10.1007/978-3-031-65794-8_1

Bibtex

@inbook{1d41237f11ca4e6ca7976e08a4c0bf35,
title = "Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway",
abstract = "This paper introduces a scholarly Question Answering (QA) system on top of the NFDI4DataScience Gateway, employing a Retrieval Augmented Generation-based (RAG) approach. The NFDI4DS Gateway, as a foundational framework, offers a unified and intuitive interface for querying various scientific databases using federated search. The RAG-based scholarly QA, powered by a Large Language Model (LLM), facilitates dynamic interaction with search results, enhancing filtering capabilities and fostering a conversational engagement with the Gateway search. The effectiveness of both the Gateway and the scholarly QA system is demonstrated through experimental analysis.",
keywords = "Federated Search, Large Language Models, NFDI4DS Gateway, Retrieval Augmented Generation, Scholarly Question Answering, Informatics, Business informatics",
author = "{Babaei Giglou}, Hamed and Taffa, {Tilahun Abedissa} and Rana Abdullah and Aida Usmanova and Ricardo Usbeck and Jennifer D{\textquoteright}Souza and S{\"o}ren Auer",
note = "Publisher Copyright: {\textcopyright} The Author(s) 2024.; 1st International Workshop on Natural Scientific Language Processing and Research Knowledge Graphs - NSLP 2024, NSLP 2024 ; Conference date: 27-05-2024 Through 27-05-2024",
year = "2024",
doi = "10.48550/arXiv.2406.07257",
language = "English",
isbn = "978-3-031-65793-1",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Science and Business Media Deutschland",
pages = "3--18",
editor = "Georg Rehm and Stefan Dietze and Sonja Schimmler and Frank Kr{\"u}ger",
booktitle = "Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings",
address = "Germany",
url = "https://nfdi4ds.github.io/nslp2024/",

}

RIS

TY - CHAP

T1 - Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway

AU - Babaei Giglou, Hamed

AU - Taffa, Tilahun Abedissa

AU - Abdullah, Rana

AU - Usmanova, Aida

AU - Usbeck, Ricardo

AU - D’Souza, Jennifer

AU - Auer, Sören

N1 - Conference code: 1

PY - 2024

Y1 - 2024

N2 - This paper introduces a scholarly Question Answering (QA) system on top of the NFDI4DataScience Gateway, employing a Retrieval Augmented Generation-based (RAG) approach. The NFDI4DS Gateway, as a foundational framework, offers a unified and intuitive interface for querying various scientific databases using federated search. The RAG-based scholarly QA, powered by a Large Language Model (LLM), facilitates dynamic interaction with search results, enhancing filtering capabilities and fostering a conversational engagement with the Gateway search. The effectiveness of both the Gateway and the scholarly QA system is demonstrated through experimental analysis.

AB - This paper introduces a scholarly Question Answering (QA) system on top of the NFDI4DataScience Gateway, employing a Retrieval Augmented Generation-based (RAG) approach. The NFDI4DS Gateway, as a foundational framework, offers a unified and intuitive interface for querying various scientific databases using federated search. The RAG-based scholarly QA, powered by a Large Language Model (LLM), facilitates dynamic interaction with search results, enhancing filtering capabilities and fostering a conversational engagement with the Gateway search. The effectiveness of both the Gateway and the scholarly QA system is demonstrated through experimental analysis.

KW - Federated Search

KW - Large Language Models

KW - NFDI4DS Gateway

KW - Retrieval Augmented Generation

KW - Scholarly Question Answering

KW - Informatics

KW - Business informatics

UR - http://www.scopus.com/inward/record.url?scp=85202151417&partnerID=8YFLogxK

U2 - 10.48550/arXiv.2406.07257

DO - 10.48550/arXiv.2406.07257

M3 - Article in conference proceedings

SN - 978-3-031-65793-1

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 3

EP - 18

BT - Natural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings

A2 - Rehm, Georg

A2 - Dietze, Stefan

A2 - Schimmler, Sonja

A2 - Krüger, Frank

PB - Springer Science and Business Media Deutschland

T2 - 1st International Workshop on Natural Scientific Language Processing and Research Knowledge Graphs - NSLP 2024

Y2 - 27 May 2024 through 27 May 2024

ER -

Recently viewed

Activities

  1. Linguistic Determines Mathematics: How Linguistic Item Characteristics Influence the Difficulty of Mathematics Test Ttems
  2. Bridging the Curricular Divide. Integrating sustainability and EFL instruction in a project (week) context for secondary school learners of English and Science
  3. DigiSchreib - A tool to support teachers in the selection and use of digital writing tools
  4. 1st Global Conference on Research Integration and Implementation - i2S 2013
  5. Theoretical Dimensions of Good Practices for Struggling Adolescent Readers
  6. Urban spaces of possibility and imaginaries of sustainability
  7. Network-based analysis of Lagrangian transport and mixing
  8. Workshop "External Actors’ Responses to the Arab Spring The EU in Comparative Perspective" - 2013
  9. New Work in Queer Studies
  10. Challenges for the Positioning of Destinations: Destination Formation Processes and Territorial Boundaries
  11. Quantity, Quality, Trust: Dilemmas and Strategies of Museum Documentation in the Age of AI
  12. Istron-Tagung 2008
  13. Peer review: Grundlagen von formativer Evaluation
  14. Comfort and Intervention Behavior of Drivers in Highly Automated Vehicles with Headway Control
  15. “Behind the data: quantitative approaches to interdisciplinary racism research”
  16. Symposium "Art and its Frames - Continuity and Change" 2014
  17. Schreiben verändert? Eine interaktive Forschungswerkstatt zu Entwicklungs- und Transformationsräumen in Schreibprozessen
  18. Disruption, Technique, World: Thinking the Present with Jean-Luc Nancy
  19. Schreiben digital = Schreiben ohne Regeln?
  20. The relationship between intragenerational and intergenerational justice in the use of ecosystems and their services. An ecological-economic mode.
  21. Course/Conference - European Summer Academy 2023
  22. Where tasks, technology, and textbooks meet: Intelligent tutoring systems on the task-based language teacher's horizon (SLTED, Universität Wien)

Publications

  1. An integrative research framework for enabling transformative adaptation
  2. ENVISIONING PROTECTED AREAS THROUGH PARTICIPATORY SCENARIO PLANNING: NAVIGATING COVERAGE AND EFFECTIVENESS CHALLENGES AHEAD
  3. Exploring Leverages and Pitfalls of Context Collapse in Modern Communication
  4. Biodiversity in space and time - towards a grid mapping for Mongolia
  5. Neural correlates of own name and own face processing in neurotypical adults scoring low versus high on symptomatology of autism spectrum disorder
  6. Challenging the status quo of accelerator research: Concluding remarks
  7. Behavior in the context of control
  8. Explaining Disagreement on Interest Rates in a Taylor-Rule Setting
  9. The role of spatial ability when fostering mental animation in multimedia learning
  10. Computational history of knowledge
  11. Instruments for research on transition. Applied methods and approaches for exploring the transition of young care leavers to adulthood
  12. Working memory capacity and narrative task performance
  13. “Smart is not smart enough!” Anticipating critical raw material use in smart city concepts
  14. From teacher-centered instruction to peer tutoring in the heterogeneous international classroom
  15. Predator diversity and abundance provide little support for the enemies hypothesis in forests of high tree diversity
  16. Tracing Concepts
  17. Introduction
  18. Maschinenbelegungsplanung mit evolutionären Algorithmen
  19. Cross-hedging minimum return guarantees
  20. Atmospheric gas-particle partitioning versus gaseous/particle-bound deposition of SVOCs
  21. Importance of timing
  22. Article 21 Formal Validity
  23. Facing complex crime
  24. Mouseology – Ludic Interfaces – Zero Interfaces
  25. A(l)gora: the Mindscape
  26. Local Responses to Global Integration in a Transnational Professional Service Firm