FREDDY: Fast Word Embeddings in Database Systems
Summary: FREDDY integrates word embeddings into PostgreSQL, exposing UDFs for novel embedding queries. It uses multiple indexes and approximation techniques to speed high-dimensional vector ops, demonstrated on IMDB and large word2vec models. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,248 | Exploiting Latent Information in Relational Databases via Word Embedding and Application to Degrees of Disclosure | 2019 | CIDR | 0.00013044589 |
| 1,617 | PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension | 2020 | SIGMOD | 0.0001113145 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010111859 |
| 3,469 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB | 7.0629476e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 34 | Similarity Search in High Dimensions via Hashing | 1999 | VLDB | 0.00076824554 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,363 | An In-Depth Benchmarking of Text-to-SQL Systems | 2021 | SIGMOD | 5.5467941e-05 |
| 10,090 | Integrating Vector Databases across Embedding Models | 2026 | SIGMOD | 4.1905499e-05 |
| 471 | FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets | 1995 | SIGMOD | 0.00022348285 |
| 821 | Dimensionality Reduction for Similarity Searching in Dynamic Databases | 1998 | SIGMOD | 0.00016232579 |
| 12,150 | Demonstration of the FDB Query Engine for Factorised Databases | 2012 | VLDB | 4.1905499e-05 |
| 9,977 | Fast Vector Search in PostgreSQL: A Decoupled Approach | 2026 | CIDR | 4.1905499e-05 |
| 3,088 | FDB: A Query Engine for Factorised Relational Databases | 2012 | VLDB | 7.5940302e-05 |
| 6,077 | Query-Sensitive Embeddings | 2005 | SIGMOD | 5.2203422e-05 |
| 7,001 | FedSQ: A Secure System for Federated Vector Similarity Queries | 2024 | VLDB | 4.8613015e-05 |
| 3,404 | FREDE: Anytime Graph Embeddings | 2021 | VLDB | 7.1333873e-05 |