ICCBR-WS 2025
ICCBR 2025 Workshop Proceedings

Table of Contents

• Preface
  Summary: There were 15 papers submitted for peer-review to these workshops. Out of these, 14 papers were accepted for presentation within these joint proceedings.

2nd Workshop on Case-Based Reasoning and Large Language Model Synergies (CBR-LLM)

• Preface1
  
• Levels of AI Memory - And Case-Based Ways for LLMs to Ascend Them 2 - 14
  Michael W. Floyd, David Leake, David H. Ménager, Ian Watson, Kaitlynne Wilkerson
• Decision Making in LLMs: A First Step 15 - 26
  Rosina O. Weber, Christopher B. Rauch, Savar Amin
• Agentic CBR in Action: Empowering Loan Approvals Through Interactive, Counterfactual Explanations 27 - 42
  Pedram Salimi, Nirmalie Wiratunga, David Corsar
• Case Hallucinations and Steps Toward Repair 43 - 54
  Kaitlynne Wilkerson, David Leake

3rd Workshop on Beyond Attribute-Value Case Representation (BEAR)

• Preface55
  
• Analyzing the Similarity Learned by a Siamese Network with Contrastive Loss on the MNIST Dataset 56 - 65
  Antonio A. Sánchez-Ruiz

ICCBR Doctoral Consortium 2025

• Preface66 - 67
  
• Leveraging Ensemble LLMs and Contextual Embeddings for Case-Based Reasoning in the Legal Domain (Short Paper) 68 - 73
  Ramitha Abeyratne
• Towards the Application of Case-Based Reasoning to a System for Exploring Cultural Heritage Corpus (Short Paper) 74 - 78
  Prunelle Daudré-Treuil
• Similarity Measure Learning for Analogical Transfer (Short Paper) 79 - 84
  Chunyang Fan
• Application of Process-Oriented Case-Based Reasoning to the Delimitation of Mobile Genetic Elements in Bacterial Chromosomes (Short Paper) 85 - 89
  Toufik Hamadouche
• Enhancing Decision-Making through Similarity-Driven Knowledge Integration in Resource Allocation and Content Matching (Short Paper) 90 - 94
  Lasal Jayawardena
• Natural XAI: Generating Feasible, Actionable, and Causally-Aware Counterfactual Explanations in Natural Language (Short Paper) 95 - 99
  Pedram Salimi
• Reducing Gender Cues in Biographies through Text Rewriting using GenWriter 100 - 110
  Shweta Soundararajan
• RAG with Knowledge Structures (Short Paper) 111 - 115
  Tolga Tel
• Auditing of AI Systems through Explainability (Short Paper) 116 - 120
  Jorge Vindel-Alfageme, Juan Antonio Recio-García, María Belén Díaz-Agudo