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Leveraging generative intelligence in digital libraries : towards human-machine collaboration : 25th International Conference on Asia-Pacific Digital Libraries, ICADL 2023, Taipei, Taiwan, December 4-7, 2023, proceedings. Part I / Dion H. Goh, Shu-Jian Chen, Suppawong Tuarob, editors.

By: Contributor(s): Material type: TextTextSeries: Lecture notes in computer science ; 14457.Publisher: Singapore : Springer, [2023]Description: 1 online resource (xvii, 273 pages) : illustrationsContent type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9789819980857
  • 9819980852
Other title:
  • ICADL 2023
Subject(s): Genre/Form: Additional physical formats: Print version:: Leveraging Generative Intelligence in Digital Libraries: Towards Human-Machine CollaborationDDC classification:
  • 025.00285 23/eng/20231211
LOC classification:
  • ZA4082.A78 I58 2023
Online resources:
Contents:
Intro -- Preface -- Organization -- Contents - Part I -- Contents - Part II -- GAI and Digital Libraries -- Enhancing the Learning of Chinese Poem Creation Through an Auto-Generation and Evaluation System -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Automatic Generation System -- 3.2 Rule Judgment Subsystem -- 3.3 Scoring Subsystem -- 4 User Experiment -- 4.1 Experimental Design -- 4.2 Analysis Methods and Results -- 5 Discussion -- 6 Conclusions and Future Work -- References
Evaluating the Use of Generative LLMs for Intralingual Diachronic Translation of Middle-Polish Texts into Contemporary Polish -- 1 Introduction -- 2 Related Work -- 3 Annotation with ChatGPT -- 4 Experiments -- 5 Evaluation -- 5.1 Automatic Evaluation -- 5.2 Human Evaluation -- 6 Conclusions -- References -- HistoChatbot: Educating History by Generating Quizzes in Social Network Services -- 1 Introduction -- 2 History-Related Data Collection -- 3 History-Focused Quiz Posting -- 4 Conclusions and Future Work -- References -- Investigation of ChatGPT Use in Research Data Retrieval -- 1 Introduction
2 Method -- 3 Results -- 4 Discussion -- 4.1 Comparison with Keyword Search -- 4.2 Characteristics of Research Data to Be Answered by ChatGPT -- 4.3 Devising Inputs to ChatGPT -- 4.4 About the Papers We Used -- 4.5 About the LLM Used -- 5 Conclusion -- References -- Aspect-Based Sentiment Analysis of Racial Issues in Singapore: Enhancing Model Performance Using ChatGPT -- 1 Introduction -- 2 Literature Review -- 2.1 Introduction to Aspect-Based Sentiment Analysis (ABSA) -- 2.2 Review of Race-Related Studies in Singapore -- 2.3 Existing Approaches to Address Data Imbalance
2.4 In-Context Learning -- 3 Methodology: ABSA for Social Media Analysis -- 3.1 Data Preparation -- 3.2 Method 1 - A Fine-Tuned ABSA Model -- 3.3 Method 2 - Enhancing the Fine-Tuned ABSA Model Using ChatGPT: Addressing Data Imbalance -- 3.4 Method 3 - Improving the Fine-Tuned ABSA Model via In-context Learning -- 3.5 Performance Comparison -- 4 Analysis of Racial Issues in Singapore -- 5 Discussion -- 5.1 Limitations and Challenges -- 5.2 Implications for Future Research -- 6 Conclusion -- References -- Cultural Data Analysis
Text Line Detection in Historical Index Tables: Evaluations on a New French PArish REcord Survey Dataset (PARES) -- 1 Introduction -- 2 Historical Index Table Dataset: PARES -- 2.1 PARES Dataset Description -- 2.2 Document Layout and Annotations -- 3 Document Image Analysis -- 4 Baselines for Text Line Extraction -- 4.1 Data Splits and Pre-processing -- 4.2 Implementations and Experiments -- 4.3 Results -- 5 Conclusion -- References -- Benchmarking NAS for Article Separation in Historical Newspapers -- 1 Introduction -- 2 The NAS Dataset -- 2.1 Annotation Guidelines -- 2.2 Statistics
In: Springer Nature eBookSummary: This two-volume set LNCS 14457 and LNCS 14458 constitutes the refereed proceedings of the 25th International Conference on Asia-Pacific Digital Libraries, ICADL 2023, held in Taipei, Taiwan, during December 4-7, 2023. The 15 full, 17 short, 2 practice papers and 12 poster papers presented in this volume were carefully reviewed and selected from 85 submissions. Based on significant contributions, the full and short papers have been classified into the following topics: include information retrieval, knowledge extraction and discovery, cultural and scholarly data, information seeking and use, digital archives and data management, design and evaluation of information environments, and applications of GAI in digital libraries.
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This two-volume set LNCS 14457 and LNCS 14458 constitutes the refereed proceedings of the 25th International Conference on Asia-Pacific Digital Libraries, ICADL 2023, held in Taipei, Taiwan, during December 4-7, 2023. The 15 full, 17 short, 2 practice papers and 12 poster papers presented in this volume were carefully reviewed and selected from 85 submissions. Based on significant contributions, the full and short papers have been classified into the following topics: include information retrieval, knowledge extraction and discovery, cultural and scholarly data, information seeking and use, digital archives and data management, design and evaluation of information environments, and applications of GAI in digital libraries.

Intro -- Preface -- Organization -- Contents - Part I -- Contents - Part II -- GAI and Digital Libraries -- Enhancing the Learning of Chinese Poem Creation Through an Auto-Generation and Evaluation System -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Automatic Generation System -- 3.2 Rule Judgment Subsystem -- 3.3 Scoring Subsystem -- 4 User Experiment -- 4.1 Experimental Design -- 4.2 Analysis Methods and Results -- 5 Discussion -- 6 Conclusions and Future Work -- References

Evaluating the Use of Generative LLMs for Intralingual Diachronic Translation of Middle-Polish Texts into Contemporary Polish -- 1 Introduction -- 2 Related Work -- 3 Annotation with ChatGPT -- 4 Experiments -- 5 Evaluation -- 5.1 Automatic Evaluation -- 5.2 Human Evaluation -- 6 Conclusions -- References -- HistoChatbot: Educating History by Generating Quizzes in Social Network Services -- 1 Introduction -- 2 History-Related Data Collection -- 3 History-Focused Quiz Posting -- 4 Conclusions and Future Work -- References -- Investigation of ChatGPT Use in Research Data Retrieval -- 1 Introduction

2 Method -- 3 Results -- 4 Discussion -- 4.1 Comparison with Keyword Search -- 4.2 Characteristics of Research Data to Be Answered by ChatGPT -- 4.3 Devising Inputs to ChatGPT -- 4.4 About the Papers We Used -- 4.5 About the LLM Used -- 5 Conclusion -- References -- Aspect-Based Sentiment Analysis of Racial Issues in Singapore: Enhancing Model Performance Using ChatGPT -- 1 Introduction -- 2 Literature Review -- 2.1 Introduction to Aspect-Based Sentiment Analysis (ABSA) -- 2.2 Review of Race-Related Studies in Singapore -- 2.3 Existing Approaches to Address Data Imbalance

2.4 In-Context Learning -- 3 Methodology: ABSA for Social Media Analysis -- 3.1 Data Preparation -- 3.2 Method 1 - A Fine-Tuned ABSA Model -- 3.3 Method 2 - Enhancing the Fine-Tuned ABSA Model Using ChatGPT: Addressing Data Imbalance -- 3.4 Method 3 - Improving the Fine-Tuned ABSA Model via In-context Learning -- 3.5 Performance Comparison -- 4 Analysis of Racial Issues in Singapore -- 5 Discussion -- 5.1 Limitations and Challenges -- 5.2 Implications for Future Research -- 6 Conclusion -- References -- Cultural Data Analysis

Text Line Detection in Historical Index Tables: Evaluations on a New French PArish REcord Survey Dataset (PARES) -- 1 Introduction -- 2 Historical Index Table Dataset: PARES -- 2.1 PARES Dataset Description -- 2.2 Document Layout and Annotations -- 3 Document Image Analysis -- 4 Baselines for Text Line Extraction -- 4.1 Data Splits and Pre-processing -- 4.2 Implementations and Experiments -- 4.3 Results -- 5 Conclusion -- References -- Benchmarking NAS for Article Separation in Historical Newspapers -- 1 Introduction -- 2 The NAS Dataset -- 2.1 Annotation Guidelines -- 2.2 Statistics

Description based on online resource; title from digital title page (viewed on January 19, 2024).

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