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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
7.7504975e-05
Overall Rank
3,015 | 79.74%
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 0.00010891169
4,855 NeutronOrch: Rethinking Sample-based GNN Training under CPU-GPU Heterogeneous Environments 2024 VLDB 6.377545e-05
4,904 Growing and Serving Large Open-domain Knowledge Graphs 2023 SIGMOD 6.3605903e-05
7,876 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4336606e-05
9,373 Transforming RDF Graphs to Property Graphs using Standardized Schemas 2024 SIGMOD 5.1843659e-05
9,490 Credible Intervals for Knowledge Graph Accuracy Estimation 2025 SIGMOD 5.168414e-05
10,502 PathSeer: Adaptive Neighbor Handling for Efficient Filtered ANN Search 2026 SIGMOD 4.9769913e-05
10,726 DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs 2026 VLDB 4.9769913e-05
10,732 CAPS: Cost-Aware ML Pipeline Selection 2026 VLDB 4.9769913e-05
10,775 LLMs as Stratification Signals for KG Accuracy Evaluation 2026 VLDB 4.9769913e-05
11,535 Unstructured Data Fusion for Schema and Data Extraction 2024 SIGMOD 4.9769913e-05
11,578 Efficient and Reliable Estimation of Knowledge Graph Accuracy 2024 VLDB 4.9769913e-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 0.00055018384
65 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.00038204552
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
211 AliGraph: A Comprehensive Graph Neural Network Platform 2019 VLDB 0.00024805216
262 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00022811258
398 View Maintenance in a Warehousing Environment 1995 SIGMOD 0.00019143434
428 Big Data Integration 2013 VLDB 0.00018457189
514 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00016999652
592 Global Query Optimization 1986 SIGMOD 0.00015835128
623 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00015477107
780 The case against specialized graph analytics engines 2015 CIDR 0.00014037973
877 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.0001330051
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
1,249 Entity Matching: How Similar Is Similar 2011 VLDB 0.00011342019
1,307 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.00011078699
1,551 Multiple Query Processing in Deductive Databases using Query Graphs 1986 VLDB 0.00010276518
1,755 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 9.7195104e-05
1,919 A Web of Concepts 2009 PODS 9.3747487e-05
2,356 Vertexica: Your Relational Friend for Graph Analytics! 2014 VLDB 8.5852943e-05
3,274 Large-Scale Collective Entity Matching 2011 VLDB 7.4675244e-05
3,420 Ava: From Data to Insights Through Conversation 2017 CIDR 7.3130183e-05
3,554 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.2063742e-05
3,634 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1454896e-05
3,684 Generating Concise Entity Matching Rules 2017 SIGMOD 7.0983735e-05
3,793 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.0156889e-05
3,814 Incremental Record Linkage 2014 VLDB 7.0052017e-05
9,215 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 5.2051923e-05
9,771 Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation 2021 CIDR 5.1320012e-05
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