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Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale

Summary: Saga enables continuous construction and serving of a knowledge graph at industrial scale with a hybrid batch-incremental pipeline. It addresses data freshness, accuracy, and availability, detailing Saga's architecture and lessons from production use. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h26ee2bec2a897cfc
Venue
SIGMOD
Year
2022
Pagerank
7.7541678e-05
Overall Rank
3,013 | 79.75%
DOI
10.1145/3514221.3526049

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ilyas_sigmod22,
        title = {{Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale}},
        author = {Ilyas, Ihab F. and Rekatsinas, Theodoros and Konda, Vishnu and Pound, Jeffrey and Qi, Xiaoguang and Soliman, Mohamed},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526049},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526049},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
1,373 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 0.0001088854
4,853 NeutronOrch: Rethinking Sample-based GNN Training under CPU-GPU Heterogeneous Environments 2024 VLDB 6.3805655e-05
4,903 Growing and Serving Large Open-domain Knowledge Graphs 2023 SIGMOD 6.3636028e-05
7,872 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4362062e-05
9,364 Transforming RDF Graphs to Property Graphs using Standardized Schemas 2024 SIGMOD 5.1868213e-05
9,479 Credible Intervals for Knowledge Graph Accuracy Estimation 2025 SIGMOD 5.1708619e-05
10,491 PathSeer: Adaptive Neighbor Handling for Efficient Filtered ANN Search 2026 SIGMOD 4.9793485e-05
10,716 DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs 2026 VLDB 4.9793485e-05
10,722 CAPS: Cost-Aware ML Pipeline Selection 2026 VLDB 4.9793485e-05
10,765 LLMs as Stratification Signals for KG Accuracy Evaluation 2026 VLDB 4.9793485e-05
11,529 Unstructured Data Fusion for Schema and Data Extraction 2024 SIGMOD 4.9793485e-05
11,572 Efficient and Reliable Estimation of Knowledge Graph Accuracy 2024 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 29 of 29 cited papers.

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

Rank Cited Paper Year Venue Pagerank
24 Data Integration: A Theoretical Perspective 2002 PODS 0.00055043581
65 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.00038222149
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028046388
211 AliGraph: A Comprehensive Graph Neural Network Platform 2019 VLDB 0.00024816965
262 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00022821392
398 View Maintenance in a Warehousing Environment 1995 SIGMOD 0.00019152162
427 Big Data Integration 2013 VLDB 0.00018465558
514 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00017006745
592 Global Query Optimization 1986 SIGMOD 0.00015841026
623 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015483844
778 The case against specialized graph analytics engines 2015 CIDR 0.00014043807
877 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00013306717
883 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013268059
1,247 Entity Matching: How Similar Is Similar 2011 VLDB 0.00011346515
1,307 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.000110838
1,551 Multiple Query Processing in Deductive Databases using Query Graphs 1986 VLDB 0.00010281203
1,754 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 9.7241105e-05
1,917 A Web of Concepts 2009 PODS 9.3790758e-05
2,355 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5893186e-05
3,273 Large-Scale Collective Entity Matching 2011 VLDB 7.471033e-05
3,421 Ava: From Data to Insights Through Conversation 2017 CIDR 7.3146932e-05
3,552 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.2097862e-05
3,634 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1482079e-05
3,681 Generating Concise Entity Matching Rules 2017 SIGMOD 7.1014441e-05
3,791 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.0189865e-05
3,812 Incremental Record Linkage 2014 VLDB 7.0085181e-05
9,205 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 5.2076575e-05
9,766 Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation 2021 CIDR 5.1344318e-05
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