Description

Book Synopsis

._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.

KnowledgeEnhanced Information Retrieval

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    A Paperback by Zihan Wang

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      Publisher: Springer
      Publication Date: Publication Date: 25/09/2025
      ISBN13: 9783032028983, 978-3032028983
      ISBN10:
      Also in:
      Natural language and machine translation

      Description

      Book Synopsis

      ._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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