| December 2024 | Vol. 48 No. 4 |
IEEE Computer Society
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Letters |
| Letter from the Editor-in-Chief | Haixun Wang | 1 |
| Letter from the Special Issue Editor | Xin Luna Dong, Meng Jiang, Kai Sun, Xiao Yang | 2 |
Opinions |
| Task-Focused Information Retrieval in the Generative AI Era | Chirag Shah, Ryen W. White | 3 |
Special Issue on Retrieval-Augmented Generation |
| Knowledge Graph and Large Language Model Co-learning via Structure-oriented Retrieval Augmented Generation |
| Carl Yang, Ran Xu, Linhao Luo, Shirui Pan | 9 |
| Retrieval Augmented Generation in the Wild: A System 2 Perspective |
| Sajjadur Rahman, Dan Zhang, Nikita Bhutani, Estevam Hruschka, Eser Kandogan | 47 |
| RAG-based Question Answering over Heterogeneous Data and Text |
| Philipp Christmann, Gerhard Weikum | 71 |
| Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs |
| Xiaoze Liu, Feijie Wu, Tianyang Xu, Zhuo Chen, Yichi Zhang, Xiaoqian Wang, Jing Gao | 87 |
| Increasing Accuracy of LLM-powered Question Answering on SQL databases: Knowledge Graphs to the Rescue |
| Juan Sequeda, Dean Allemang, Bryon Jacob | 109 |
| Symphony: Towards Trustworthy Question Answering and Verification using RAG over Multimodal Data Lakes |
| Nan Tang, Chenyu Yang, Zhengxuan Zhang, Yuyu Luo, Ju Fan, Lei Cao, Sam Madden, Alon Halevy | 135 |
| ReFIT: Reranker Relevance Feedback during Inference |
| Revanth Gangi Reddy, Pradeep Dasigi, Md Arafat Sultan, Arman Cohan, Avirup Sil, Heng Ji, Hannaneh Hajishirzi | 147 |
| KDD Cup CRAG competition: Systems, Findings and Learnings |
| Xiao Yang, Yifan Ethan Xu, Kai Sun, Jiaqi Wang, Lingkun Kong, Wen-tau Yih, Xin Luna Dong | 163 |
Conference and Journal Notices |
| TCDE Membership Form | 183 |