Umfang:
1 online resource (313 pages)
Ausgabe:
1st ed.
ISBN:
9783031657948
Serie:
Lecture Notes in Computer Science Series v.14770
Inhalt:
Intro -- Preface -- Organization -- Contents -- Scholarly Information Processing -- Scholarly Question Answering Using Large Language Models in the NFDI4DataScience Gateway -- 1 Introduction -- 2 Related Works -- 3 Methodological Framework -- 3.1 The Gateway - Federated Search -- 3.2 Scholarly Question Answering -- 4 Evaluation -- 4.1 Evaluation Dataset -- 4.2 Evaluation Metrics -- 4.3 Results -- 5 Limitations and Future Directions -- 6 Conclusion -- References -- Cite-worthiness Detection on Social Media: A Preliminary Study -- 1 Introduction -- 2 Related Work -- 3 Data -- 4 Experiments -- 4.1 Setting -- 4.2 Results -- 4.3 Discussion -- 5 Limitations -- 6 Conclusion -- References -- Towards a Novel Classification of Table Types in Scholarly Publications -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Data -- 3.2 Taxonomies Construction -- 3.3 Annotation -- 3.4 Models -- 3.5 Evaluation Metrics -- 4 Results -- 4.1 Dataset Analysis -- 4.2 Table Type Classification -- 5 Discussion -- 6 Limitations -- 7 Conclusion -- A Examples of Matrix, Horizontal Listing, and Vertical Listing Tables -- B Illustrations of Table Features -- References -- OCR Cleaning of Scientific Texts with LLMs -- 1 Introduction -- 2 Motivation -- 3 Related Work -- 4 The Training Data -- 4.1 The ``JIM Corpus'' -- 4.2 The Datamaker Pipeline -- 4.3 Synthetic Data -- 4.4 The Gold Standard Corpus -- 5 The Training Method -- 6 Results and Discussion -- 6.1 Metric Definitions -- 6.2 The SOTA -- 6.3 Performance Improvement -- 7 Conclusion -- References -- Identifying and Leveraging Research Software -- RTaC: A Generalized Framework for Tooling -- 1 Introduction -- 2 Related Works -- 2.1 Dataset and Tooling Benchmarks -- 2.2 Tooling LLMs -- 2.3 Prompting Methods -- 3 Method -- 3.1 RTaC (Reimagining Tooling as Coding) -- 3.2 Evaluation Metrics -- 4 Experiments.
Anmerkung:
Description based on publisher supplied metadata and other sources
Weitere Ausg.:
ISBN 9783031657931
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe ISBN 9783031657931
Sprache:
Englisch
Mehr zum Autor:
Krüger, Frank 1980-
Mehr zum Autor:
Dietze, Stefan 1978-
Mehr zum Autor:
Rehm, Georg
