Knowledge-Enhanced Information Retrieval - Second International Workshop, KEIR 2025, Lucca, Italy, April 10, 2025, Revised Selected Papers

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. 
 
 

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 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.

Riassunto

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. 
 
 

Dettagli sul prodotto

• Con la collaborazione di: Zhuyun Dai (Editore), Jinyuan Fang (Editore), Giacomo Frisoni (Editore), Giacomo Frisoni et al (Editore), Zaiqiao Meng (Editore), Gianluca Moro (Editore), Zihan Wang (Editore), Emine Yilmaz (Editore)
• Editore: Springer, Berlin
• Lingue: Inglese
• Formato: Tascabile
• Pubblicazione: 25.09.2025
• EAN: 9783032028983
• ISBN: 978-3-0-3202898-3
• Pagine: 151
• Dimensioni: 155 mm x 8 mm x 235 mm
• Peso: 289 g
• Illustrazioni: XI, 151 p. 55 illus., 54 illus. in color.
• Serie: Lecture Notes in Computer Science
• Categorie: Scienze naturali, medicina, informatica, tecnica > Informatica, EDP > Informatica; Natural Language Processing, Natural Language Processing (NLP), Large Language Models, Knowledge Graphs, Retrieval-Augmented Generation, Knowledge-Enhanced Information Retrieval, Retrieval-Enhanced Language Models, Knowledge-Enhanced Recommendation Models