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VecBench: A Controllable Benchmark for Filtered Vector Search: [Experiments & Analysis]

Summary: VecBench controllably generates large, high-dimensional, distribution-preserving data and workloads with tunable selectivity/filter correlation. Its holistic metric spans six phases, including concurrency and updates, enabling systematic comparison of filtered-search methods and vector databases. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
7498
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,304 | 29.31%
DOI
10.1145/3802125

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Authors

BibTeX Citation

@inproceedings{zhang_sigmod26,
        title = {{VecBench: A Controllable Benchmark for Filtered Vector Search: [Experiments \& Analysis]}},
        author = {Zhang, Xiang and Zhang, Chao and Fan, Ju and Li, Guoliang and Du, Xiaoyong},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802125},
        url = {https://dl.acm.org/doi/10.1145/3802125},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
93 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034701237
406 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00019054532
903 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.0001332486
1,065 PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension 2020 SIGMOD 0.00012335063
1,515 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00010521317
2,303 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 8.7783079e-05
3,265 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 7.5834255e-05
3,310 Similarity Query Processing for High-Dimensional Data 2020 VLDB 7.5363562e-05
3,653 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.2241143e-05
3,787 Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL 2024 VLDB 7.1249098e-05
5,653 UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025 VLDB 6.1332953e-05
7,843 BigVectorBench: Heterogeneous Data Embedding and Compound Queries are Essential in Evaluating Vector Databases 2025 VLDB 5.5333312e-05
8,781 Fast Vector Search in PostgreSQL: A Decoupled Approach 2026 CIDR 5.374155e-05
8,782 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 5.374155e-05
10,285 Reward-SQL: Boosting Text-to-SQL via Stepwise Execution-Aware Reasoning and Process-Supervised Rewards 2026 SIGMOD 5.093636e-05
10,931 AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework 2025 VLDB 5.093636e-05
11,005 GaussDB-Vector: A Large-Scale Persistent Real-Time Vector Database for LLM Applications 2025 VLDB 5.093636e-05
13,343 Database Perspective on LLM Inference Systems 2025 VLDB -
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