Knowledge-Enhanced Information Retrieval

TRAMA

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 andchunking techniques to LLM-generated context and agentic retrieval.     

SOMMARIO

._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 withRetrieval-Augmented Generation (RAG) Leveraging OntologyKnowledge Graphs and Large Language Models.._I Know About “Up”! Enhancing Spatial Reasoning in Visual LanguageModels Through 3D Knowledge Reconstruction.._BladeLoRA: An Enhanced LoRA Method with Adaptive RankSelection and Pruning for Efficient Fine-Tuning.._Evaluating Knowledge Graph Sources for Non-Personalized FinancialAsset Recommendation: 10K Reports vs. Wikidata.

ALTRE INFORMAZIONI

• Condizione: Nuovo
• ISBN: 9783032028983
• Collana: Lecture Notes in Computer Science
• Dimensioni: 235 x 155 mm
• Formato: Brossura
• Illustration Notes: Approx. 250 p.
• Pagine Arabe: 250