1. Introduction 2. Background and Literature Review 2.1. Understanding Abductive Reasoning 2.2. Large Language Models Overview 2.3. Previous Studies on Idea Generation 3. The Role of Abductive Reasoning 3.1. Definition and Importance 3.2. Application in Cognitive Processes 3.3. Comparison with Other Reasoning Types 4. Large Language Models in Idea Generation 4.1. Mechanisms of Large Language Models 4.2. Use Cases in Creative Domains 4.3. Limitations and Challenges 5. Methodology 5.1. Research Design and Approach 5.2. Data Collection Techniques 5.3. Data Analysis Procedures 6. Evaluation Framework 6.1. Criteria for Assessing Reasoning 6.2. Metrics for Idea Quality 6.3. Tools and Software Used 7. Experimentation and Results 7.1. Implementation of Abductive Reasoning 7.2. Comparative Analysis 7.3. Interpretation of Results 8. Discussion 8.1. Implications for Future Research 8.2. Importance of Abductive Techniques 8.3. Potential Improvements and Applications
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