Published October 14, 2024 | Version v1
Presentation Open

Harnessing Large Language Models as Research Assistants and in Science

Authors/Creators

  • 1. ROR icon Technische Informationsbibliothek (TIB)

Description

This was the keynote talk at the 1st AI and Knowledge Graphs for Scholarly Data (AIKG-SD 2024), Summer School Day https://sites.google.com/view/aikg-sd-summer-school-day-2024/. This talk titled "Harnessing Large Language Models as Research Assistants and in Science," delved into some of our recent work applying LLMs for scientific information extraction, empirically testing the readiness of LLMs for ontology construction, and their potential in evaluating complex scientific tasks.

Files

Harnessing_LLMs_as_Research_Assistants_and_in_Science-keynote-Jennifer.pdf

Files (18.2 MB)

Additional details

Funding

Federal Ministry of Education and Research
SCINEXT: Neural-Symbolic SCholarly InnovatioN EXTraction 01lS22070

Dates

Available
2024-09-05
Date of the Talk

References

  • Shamsabadi, M., & D'Souza, J. (2024, June). A fair and free prompt-based research assistant. In International Conference on Applications of Natural Language to Information Systems (pp. 218-224). Cham: Springer Nature Switzerland.
  • Owens, B. (2023). How Nature readers are using ChatGPT. Nature, 615(7950), 20
  • Shamsabadi, M., D'Souza, J., & Auer, S. (2024, March). Large Language Models for Scientific Information Extraction: An Empirical Study for Virology. In Findings of the Association for Computational Linguistics: EACL 2024 (pp. 374-392).
  • Shamsabadi, Mahsa, and Jennifer D'Souza. "From Keywords to Structured Summaries: Streamlining Scholarly Knowledge Access." arXiv preprint arXiv:2402.14622 (2024).
  • Babaei Giglou, H. et al. (2023, October). LLMs4OL: Large Language Models for Ontology Learning. In International Semantic Web Conference (pp. 408-427). Cham: Springer Nature Switzerland.
  • Giglou, Hamed Babaei, Jennifer D'Souza, Felix Engel, and Sören Auer. "LLMs4OM: Matching Ontologies with Large Language Models." arXiv preprint arXiv:2404.10317 (2024).
  • Evans, Julia, Jennifer D'Souza, and Sören Auer. "Large Language Models as Evaluators for Scientific Synthesis." Proceedings of the 20th Conference on Natural Language Processing (KONVENS 2024). 2024.