RecBench: Benchmarks for Evaluating Performance of Recommender System Architectures
Summary: Defines RecBench benchmarks for evaluating DBMS-based vs hand-built recommender architectures. Evaluates MultiLens vs RecStore on MovieLens 10M and Netflix 100M, showing hand-built excels in model-building and pure recommendations, while DBMS-based shines in filtered/hybrid tasks. (summarized by gpt-5-nano on Feb 09 2026)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10 | Benchmarking Database Systems: A Systematic Approach | 1983 | VLDB | 0.0012093675 |
| 53 | DISCOVER: Keyword Search in Relational Databases | 2002 | VLDB | 0.00065993143 |
| 469 | On Saying "Enough Already!" in SQL | 1997 | SIGMOD | 0.00022397468 |
| 926 | Requirements for Science Data Bases and SciDB | 2009 | CIDR | 0.00015237787 |
| 1,149 | A Comprehensive XQuery to SQL Translation using Dynamic Interval Encoding | 2003 | SIGMOD | 0.00013649094 |
| 1,968 | A Methodology for Database System Performance Evaluation | 1984 | SIGMOD | 9.9099939e-05 |
| 2,066 | System RX: One Part Relational, One Part XML | 2005 | SIGMOD | 9.64571e-05 |
| 2,982 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.7771174e-05 |
| 4,534 | LegoDB: Customizing Relational Storage for XML Documents | 2002 | VLDB | 6.1014581e-05 |
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