Apples and Oranges: A Comparison of RDF Benchmarks and Real RDF Datasets

Summary: Compares RDF benchmarks to real RDF data, showing benchmarks fail to reflect real datasets. Proposes new metrics and a principled generator that converts any dataset into a benchmark via integer programming; first methodological RDF benchmark study. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4378
Venue: SIGMOD
Year: 2011
Pagerank: 7.0907071e-05
Overall Rank: 3,442 | 76.06%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,959	Building an Efficient RDF Store Over a Relational Database	2013	SIGMOD	9.9563798e-05
2,994	Data Generation for Application-Specific Benchmarking	2011	VLDB	7.761114e-05
4,729	Workload Matters: Why RDF Databases Need a New Design	2014	VLDB	5.9675136e-05
7,759	Dscaler: Synthetically Scaling A Given Relational Database	2016	VLDB	4.6593145e-05
7,905	S2RDF: RDF Querying with SPARQL on Spark	2016	VLDB	4.6211706e-05
8,468	Inferray: fast in-memory RDF inference	2016	VLDB	4.504284e-05
8,577	RBench: Application-Specific RDF Benchmarking	2015	SIGMOD	4.4926769e-05
8,971	A Principled Approach to Bridging the Gap between Graph Data and their Schemas	2014	VLDB	4.4187977e-05
10,863	Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment	2025	VLDB	4.1945683e-05
11,738	Stylus: A Strongly-Typed Store for Serving Massive RDF Data	2018	VLDB	4.1945683e-05
11,920	Left Bit Right: For SPARQL Join Queries with OPTIONAL Patterns (Left-outer-joins)	2015	SIGMOD	4.1945683e-05
12,143	SPAM: A SPARQL Analysis and Manipulation Tool	2012	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
417	Scalable Semantic Web Data Management Using Vertical Partitioning	2007	VLDB	0.00023794574
1,213	RDF-3X: a RISC-style Engine for RDF	2008	VLDB	0.0001325231
1,803	A Normal Form for XML Documents	2002	PODS	0.00010504331
5,161	Prefix Based Numbering Schemes for XML: Techniques, Applications and Performances	2008	VLDB	5.6558914e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,477	Revisiting Graph Analytics Benchmark	2025	SIGMOD	4.3341665e-05
6,226	Cloud-based RDF Data Management	2014	SIGMOD	5.1476331e-05
4,581	Beyond Macrobenchmarks: Microbenchmark-based Graph Database Evaluation	2019	VLDB	6.0703328e-05
582	Scalable SPARQL Querying of Large RDF Graphs	2011	VLDB	0.00019723083
7,818	A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data	2017	VLDB	4.6434716e-05
9,175	Efficient Exploration of Interesting Aggregates in RDF Graphs	2021	SIGMOD	4.383548e-05
8,971	A Principled Approach to Bridging the Gap between Graph Data and their Schemas	2014	VLDB	4.4187977e-05
872	An Efficient SQL-based RDF Querying Scheme	2005	VLDB	0.00015759968
4,729	Workload Matters: Why RDF Databases Need a New Design	2014	VLDB	5.9675136e-05
8,577	RBench: Application-Specific RDF Benchmarking	2015	SIGMOD	4.4926769e-05