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This book constitutes the revised selected papers of the 2nd International Workshop on Knowledge-Enhanced Information Retrieval, KEIR 2025, held in Lucca, Italy, during April 10, 2025. The 4 full papers presented together with 4 invited papers in this volume were carefully reviewed and selected from 10 submissions. These papers ranging from query rephrasing and chunking techniques to LLM-generated context and agentic retrieval.
This book constitutes the revised selected papers of the 2nd International Workshop on Knowledge-Enhanced Information Retrieval, KEIR 2025, held in Lucca, Italy, during April 10, 2025.
The 4 full papers presented together with 4 invited papers in this volume were carefully reviewed and selected from 10 submissions. These papers ranging from query rephrasing and chunking techniques to LLM-generated context and agentic retrieval.
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Inhaltsangabe
._Advances in Knowledge-Enhanced Retrieval Models. ._Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation. ._Going Beyond Encoders: Leveraging Decoder Architectures for Learned Sparse Retrieval. ._Enhancing Representation Learning for Content-Based Information Retrieval: A Knowledge-Enhanced Geometric Approach. ._Applications of Knowledge-Enhanced IR. ._OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language Models. ._I Know About Up ! Enhancing Spatial Reasoning in Visual Language Models Through 3D Knowledge Reconstruction. ._BladeLoRA: An Enhanced LoRA Method with Adaptive Rank Selection and Pruning for Efficient Fine-Tuning. ._Evaluating Knowledge Graph Sources for Non-Personalized Financial Asset Recommendation: 10K Reports vs. Wikidata.
._Advances in Knowledge-Enhanced Retrieval Models. ._Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation. ._Going Beyond Encoders: Leveraging Decoder Architectures for Learned Sparse Retrieval. ._Enhancing Representation Learning for Content-Based Information Retrieval: A Knowledge-Enhanced Geometric Approach. ._Applications of Knowledge-Enhanced IR. ._OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language Models. ._I Know About Up ! Enhancing Spatial Reasoning in Visual Language Models Through 3D Knowledge Reconstruction. ._BladeLoRA: An Enhanced LoRA Method with Adaptive Rank Selection and Pruning for Efficient Fine-Tuning. ._Evaluating Knowledge Graph Sources for Non-Personalized Financial Asset Recommendation: 10K Reports vs. Wikidata.
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