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KEIR 2025: Lucca, Italy

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Zihan Wang, Jinyuan Fang, Giacomo Frisoni, Zhuyun Dai, Zaiqiao Meng, Gianluca Moro, Emine Yilmaz:
Knowledge-Enhanced Information Retrieval - Second International Workshop, KEIR 2025, Lucca, Italy, April 10, 2025, Revised Selected Papers. Lecture Notes in Computer Science 16086, Springer 2026, ISBN 978-3-032-02898-3

Advances in Knowledge-Enhanced Retrieval Models

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  - conf/keir/MerolaS25
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Carlo Merola, Jaspinder Singh:
Reconstructing Context - Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation. 3-18
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Jingfen Qiao, Thong Nguyen, Evangelos Kanoulas, Andrew Yates:
Leveraging Decoder Architectures for Learned Sparse Retrieval. 19-35
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  - conf/keir/GoyoFMS25
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Manuel Alejandro Goyo, Giacomo Frisoni, Gianluca Moro, Claudio Sartori:
Enhancing Representation Learning for Content-Based Information Retrieval: A Knowledge-Enhanced Geometric Approach. 36-68

Applications of Knowledge-Enhanced IR

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  - conf/keir/FengYRN25
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Hui Feng, Yuntzu Yin, Emiliano Reynares, Jay Nanavati:
OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language Models. 71-86
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Hao Zhou, Zaiqiao Meng, Yifang Chen:
I Know About "Up"! Enhancing Spatial Reasoning in Visual Language Models Through 3D Knowledge Reconstruction. 87-104
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Anqi Liu, Baoyuan Qi, Xuedan Hu:
BladeLoRA: An Enhanced LoRA Method with Adaptive Rank Selection and Pruning for Efficient Fine-Tuning. 105-119
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Lubingzhi Guo, Javier Sanz-Cruzado, Richard McCreadie:
Evaluating Knowledge Graph Sources for Non-personalized Financial Asset Recommendation: 10K Reports vs. Wikidata. 120-150

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