KiL 2024 and DL4KG 2024
KiL 2024: 4th International Workshop on Knowledge-infused Learning (Towards Consistent, Reliable, Explainable, and Safe LLMs) and DL4KG 2024: Deep Learning and Large Language Models for Knowledge Graphs 2024

Table of Contents

Workshop on Knowledge-infused Learning (KiL 2024)

• Preface
  
  

Papers

• Towards Optimizing with Large Language Model 1-11
  Pei-Fu Guo , Ying-Hsuan Chen , Yun-Da Tsai , Shou-De Lin
• Enhancing the Reliability of LLMs-based Systems for Survey Generation through Distributional Drift Detection 12-19
  Vinicius Monteiro de Lira , Antonio Maiorino , Peng Jiang
• GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation Framework 20-31
  Hannah Sansford , Nicholas Richardson , Hermina Petric Maretic , Juba Nait Saada
• Enhancing Semantic Understanding in Vision Language Models Using Meaning Representation Negative Generation 32-41
  Ziyi Shou , Fangzhen Lin
• Can LLMs Solve Reading Comprehension Tests as Second Language Learners? 42-49
  Akio Hayakawa , Horacio Saggion
• Infodeslib: Python Library for Dynamic Ensemble Learning using Late Fusion of Multimodal Data 50-58
  Firuz Juraev , Shaker El-Sappagh , Tamer Abuhmed
• Design and Optimization of Heat Exchangers Using Large Language Models 59-80
  Sandeep Mishra , Vishal Jadhav , Shirish Karande , Venkataramana Runkana
• Encoding Medical Ontologies With Holographic Reduced Representations for Transformers 81-92
  Bing Hu , Trevor Yu , Tia Tuinstra , Ryan Rezai , Harshit Bokadia , Rachel DiMaio , Thomas Fortin , Brian Vartian , Bryan Tripp
• Enhancing Natural Language Understanding in Large Language Models by Symbolic Representation 93-107
  Bingqian Li , Baiyang Song , Yi Zhou
• Traffic Accident Prediction and Warning System: Integration Use Case 108-118
  Amirhossein Ghaffari , Huong Nguyen , Alaa Saleh , Lauri Lovén , Ekaterina Gilman
• Towards Explainable and Ontologically Grounded Language Models⋆ 119-124
  Walid S. Saba
• Sentimental Agents: Exploring Deliberation, Cognitive Biases, and Decision-making in LLM-based Multiagent Systems 125-135
  Elizabeth A. Ondula , Daniele Orner , Nick Mumero Mwangi , Casandra Rusti
• Towards Infusing Auxiliary Knowledge for Distracted Driver Detection 136-143
  Ishwar B Balappanawar , Ashmit Chamoli , Ruwan Wickramarachchi , Aditya Mishra , Ponnurangam Kumaraguru , Amit Sheth
• Prompt-Time Ontology-Driven Symbolic Knowledge Capture with Large Language Models 144-149
  Tolga Çöplü , Arto Bendiken , Andrii Skomorokhov , Eduard Bateiko , Stephen Cobb

Deep Learning and Large Language Models for Knowledge Graphs (DL4KG 2024)

Papers

• Relation Extraction for Constructing Knowledge Graphs: Enhancing the Searchability of Community-Generated Digital Content (CGDC) Collections Martin Marinov , Youcef Benkhedda , Ewan Hannaford , Marc Alexander , Goran Nenadic Riza Batista-Navarro
• KGMistral: Towards Boosting the Performance of Large Language Models for Question Answering with Knowledge Graph Integration Mingze Li , Haoran Yang , Zhaotai Liu , Mirza Mohtashim Alam , Ebrahim Norouzi , Harald Sack , Genet Asefa Gesese
• A Few-Shot Approach for Relation Extraction Domain Adaptation using Large Language Models Vanni Zavarella , Juan Carlos Gamero-Salinas , Sergio Consoli ,
• Hidden Entity Detection from GitHub Leveraging Large Language Models Lu Gan , Martin Blum , Danilo Dessí , Brigitte Mathiak , Ralf Schenkel , Stefan Dietze