1. //
  2. Start
  3. //
  4. Publikationen
  5. //
  6. Scholarly Question Answering Using Large...
  7. //

Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

Authors

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.

OriginalspracheEnglisch
TitelNatural Scientific Language Processing and Research Knowledge Graphs - 1st International Workshop, NSLP 2024, Proceedings
HerausgeberGeorg Rehm, Stefan Dietze, Sonja Schimmler, Frank Krüger
Anzahl der Seiten16
VerlagSpringer Science and Business Media Deutschland
Erscheinungsdatum2024
Seiten3-18
ISBN (Print)978-3-031-65793-1
ISBN (elektronisch)978-3-031-65794-8
DOIs
PublikationsstatusErschienen - 2024
Veranstaltung1st International Workshop on Natural Scientific Language Processing and Research Knowledge Graphs - NSLP 2024 - Hersonissos, Hersonissos, Griechenland
Dauer: 27.05.2024 → 27.05.2024
Konferenznummer: 1
https://nfdi4ds.github.io/nslp2024/

Bibliographische Notiz

Publisher Copyright:
© The Author(s) 2024.

Weitere Publikationen dieser Person(en)

ShortPathQA: A Dataset for Controllable Fusion of Large Language Models with Knowledge Graphs

Salnikov, M., Sakhovskiy, A., Nikishina, I., Usmanova, A., Kraft, A., Möller, C., Banerjee, D., Huang, J., Jiang, L., Abdullah, R., Yan, X., Tutubalina, E., Usbeck, R. & Panchenko, A., 2026, Natural Language Processing and Information Systems: 30th International Conference on Applications of Natural Language to Information Systems, NLDB 2025, Proceedings. Ichise, R. (Hrsg.). Springer Science and Business Media Deutschland, S. 95-110 16 S. (Lecture Notes in Computer Science; Band 15836 LNCS).

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

Analyzing the Influence of Knowledge Graph Information on Relation Extraction

Möller, C. & Usbeck, R., 2025, The Semantic Web: 22nd European Semantic Web Conference, ESWC 2025 Portoroz, Slovenia, June 1–5, 2025 Proceedings, Part I. Curry, E., Acosta, M., Poveda-Villalón, M., van Erp, M., Ojo, A., Hose, K., Shimizu, C. & Lisena, P. (Hrsg.). Cham: Springer Nature Switzerland AG, Band 1. S. 460-480 21 S. (Lecture Notes in Computer Science ; Band 15718).

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

Automating SPARQL Query Translations between DBpedia and Wikidata

Bartels, M. C., Banerjee, D. & Usbeck, R., 14.07.2025, Linking Meaning: Semantic Technologies Shaping the Future of AI: Cover 74617 Proceedings of the 21st International Conference on Semantic Systems, 3-5 September 2025, Vienna, Austria. Spahiu, B., Vahdati, S., Salatino, A., Pellegrini, T. & Havur, G. (Hrsg.). IOS Press BV, S. 176-193 18 S. (Studies on the Semantic Web; Band 62).

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung

Bridge-Generate: Scholarly Hybrid Question Answering

Taffa, T. A. & Usbeck, R., 23.05.2025, WWW Companion 2025 - Companion Proceedings of the ACM Web Conference 2025: Companion Proceedings of the ACM Web Conference 2025, April 28-May 2, 2025 Sydney, NSW, Australia. Long, G., Blumestein, M., Chang, Y., Lewin-Eytan, L., Huang, H. & Yom-Tov, E. (Hrsg.). New York: Association for Computing Machinery, Inc, S. 1321-1325 5 S.

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

DBLPLink 2.0 -- An Entity Linker for the DBLP Scholarly Knowledge Graph

Banerjee, D., Taffa, T. A. & Usbeck, R., 30.07.2025

Publikation: Andere wissenschaftliche Beiträge › Andere › Forschung

DOI

Zuletzt angesehen

Aktivitäten

  1. Learning through play? Evaluating digital games for language learning
  2. Peter G. Mahaffy
  3. Conference on Participatory Approaches in Science & Technology - PATH 2006
  4. International Workshop - Pragmatic Markers, Discourse Markers and Modal Particles: What do we know and where do we go from here?
  5. Conference presentation: The Relationship between the Internal Audit Function and the Audit Committee
  6. Denoising and Harmonic Detection Using Libraries of Nonorthogonal Trigonometric Bases
  7. Mutual Learning and Knowledge Integration in Transdisciplinary Development Teams: Empirical Findings about a Collaborative Format in Teacher Education
  8. Performing Contracts: BDSM, Performance Art and Aesthetics of Complexity
  9. Towards an International Keywords for Children's Literature (Roundtable): Presenters: Lissa Paul, Philip Nel, Nina Alonso, Nina Christensen, Francesca Orestano and Emer O’Sullivan
  10. Coupled component modelling for inter- and transdisciplinariy climate change impact reserach: dimensions of integration and examples of interface design
  11. Workshop „Meta-Image Day 2012”
  12. Workshop on Family Migration Processes in a Comparative Perspective - 2018
  13. From Podcast to Simulation Projects - Web 2.0 Projects in the Secondary EFL Classroom
  14. Shifting Backstages and Frontlines of Embodiment
  15. The efficacy of an internet- and mobile-based stress management intervention in employees in different guidance formats: the results of three randomised controlled trials
  16. Empirical Insights into Working in Research-Practice Partnerships: New Findings on Motivation, Co-Constructive Collaboration and Learning Effects
  17. User Modeling and User-Adapted Interaction: The Journal of Personalization Research (Zeitschrift)

Publikationen

  1. Assessment of university students’ understanding of abstract binary operations
  2. Faulty Process Detection Using Machine Learning Techniques
  3. Formative Perspectives on the Relation Between CSR Communication and CSR Practices
  4. Active learning for network intrusion detection
  5. Complexity of traffic scenes and EEG-measures of processing workload in car driving
  6. Constraints are the solution, not the problem
  7. Effect of gap distortion on the field splitting of collective modes in superfluid He3-B
  8. Jackson networks in nonautonomous random environments
  9. The generative drawing principle in multimedia learning
  10. Aspect-oriented software development
  11. Using corpus-linguistic methods to track longitudinal development
  12. The buffering effect of selection, optimization, and compensation strategy use on the relationship between problem solving demands and occupational well-being
  13. Performance of process-based models for simulation of grain N in crop rotations across Europe
  14. Self-tuning of a kalman filter applied in a DC drive and in a kalman-based sensor
  15. Effectiveness of a Web-Based Cognitive Behavioural Intervention for Subthreshold Depression
  16. Overcoming Multi-legacy Application Challenges through Building Dynamic Capabilities for Low-Code Adoption
  17. Constraint breeds creativity
  18. Gaining deep leverage? Reflecting and shaping real-world lab impacts through leverage points
  19. Action rate models for predicting actions in soccer
  20. Correlation of Microstructure and Local Mechanical Properties Along Build Direction for Multi-layer Friction Surfacing of Aluminum Alloys
  21. Learning from Erroneous Examples: When and How do Students Benefit from them?
  22. Perception and Inference
  23. Action Errors, Error Management, and Learning in Organizations
  24. From Knowledge to Application
  25. Development and application of a laboratory flux measurement system (LFMS) for the investigation of the kinetics of mercury emissions from soils
  26. How, when and why do negotiators use reference points?