IR-RAG 2024

Table of Contents

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• PersonaRAG: Enhancing Retrieval-Augmented Generation Systems with User-Centric Agents 1-11 PDF
  Saber Zerhoudi, Michael Granitzer
• RAGSys: Item-Cold-Start Recommender as RAG System 12-22 PDF
  Emile Contal, Garrin McGoldrick
• Multi-Aspect Reviewed-Item Retrieval via LLM Query Decomposition and Aspect Fusion 23-33 PDF
  Scott Sanner, George Saad, Ethan Baron (disambiguation), Manav Shah, Anton Korikov, Mustafa Khan
• Improving RAG Systems via Sentence Clustering and Reordering 34-43 PDF
  Franco Maria Nardini, Raffaele Perego 0001, Nicola Ferro 0001, Marco Alessio, Guglielmo Faggioli
• Chain-of-Thought to Enhance Document Retrieval in Certified Medical Chatbots 44-49 PDF
  Simone Magnolini, Mauro Dragoni, Saba Ghanbari Haez, Marina Segala, Monica Consolandi, Leonardo Sanna, Patrizio Bellan
• THoRR: Complex Table Retrieval and Refinement for RAG 50-55 PDF
  Hokyung Lee, Byoung-Ki Jeon, Kihun Kim, Seong Ik Park, Mintae Kim, Youngsub Han
• Towards Incorporating Personalized Context for Conversational Information Seeking 56-61 PDF
  Kaiyu Yang, Lingzhen Zheng, Sumio Fujita, Haitao Yu 0003, Hideo Joho
• Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation Systems 62-70 PDF
  Jelena Mitrovic, Saber Zerhoudi, Kanishka Ghosh Dastidar, Michael Granitzer, Laura Caspari
• A Product-Aware Query Auto-Completion Framework for E-Commerce Search via Retrieval-Augmented Generation Method 71-76 PDF
  Tianqi Zheng, Xuan Guo (disambiguation), Aakash Kolekar, Garima Patel Monica Cheng, Ziheng Cai, Rohit Patki, Hanqing Lu, Fangzheng Sun, Yupin Huang, Hossein Khazaei, David Liu (disambiguation), Ruirui Li 0002, Dante Everaert
• The Impact of Quantization on Retrieval-Augmented Generation: An Analysis of Small LLMs 77-81 PDF
  Frederik Situmeang, Mert Yazan, Suzan Verberne
• Enhancing Fusion-in-Decoder for Multi-Granularity Ranking 82-86 PDF
  Kyungjae Lee 0002, Moontae Lee, Haeju Park, Sunghyun Park 0005