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Balancing the Blend: An Experimental Analysis of Trade-offs in Hybrid Search

Summary: First systematic study of hybrid retrieval, spanning lexical, sparse, dense, and tensor search plus fusion/reranking across 11 datasets. It exposes weakest-link degradation, workload-dependent trade-offs, and tensor fusion as a resource-efficient alternative. (summarized by gpt-5.6-luna on Jul 09 2026)

Paper ID
14313
Venue
VLDB
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,275 | 28.59%
DOI
10.14778/3811243.3811246

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Showing 32 of 32 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
210 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034086264
494 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00021769407
596 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00019455943
763 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016963981
1,225 SK-LSH : An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013182109
1,252 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00013023834
1,347 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012463441
1,617 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.0001113145
2,002 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 9.8258191e-05
2,287 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 9.1004806e-05
2,687 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 8.3079951e-05
2,692 Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment 2024 SIGMOD 8.2857267e-05
2,772 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 8.1491893e-05
2,821 An Experimental Study of Bitmap Compression vs. Inverted List Compression 2017 SIGMOD 8.0639288e-05
3,019 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 7.699097e-05
3,541 Similarity search in the blink of an eye with compressed indices 2023 VLDB 6.9910982e-05
3,552 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 6.9765275e-05
3,612 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 6.9177653e-05
4,622 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 6.0356382e-05
4,878 Incremental Maintenance of Length Normalized Indexes for Approximate String Matching 2009 SIGMOD 5.8537044e-05
5,028 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 5.7447815e-05
6,202 Chat2Data: An Interactive Data Analysis System with RAG, Vector Databases and LLMs 2024 VLDB 5.1554849e-05
6,564 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 5.0037892e-05
6,970 AquaPipe: A Quality-Aware Pipeline for Knowledge Retrieval and Large Language Models 2025 SIGMOD 4.8740302e-05
7,135 Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching 2023 VLDB 4.8171662e-05
7,160 MILC: Inverted List Compression in Memory 2017 VLDB 4.8088037e-05
7,549 LIDER: An Efficient High-dimensional Learned Index for Large-scale Dense Passage Retrieval 2023 VLDB 4.7089636e-05
7,745 Scalable Distributed Inverted List Indexes in Disaggregated Memory 2024 SIGMOD 4.6578829e-05
7,827 Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models 2025 VLDB 4.6379617e-05
8,170 The Journey to A Knowledgeable Assistant with Retrieval-Augmented Generation (RAG) 2024 SIGMOD 4.5656446e-05
9,454 An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models 2024 VLDB 4.3358002e-05
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