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
Authors
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,251 | Exploiting Latent Information in Relational Databases via Word Embedding and Application to Degrees of Disclosure | 2019 | CIDR | 0.00013035649 |
| 1,636 | PASE: PostgreSQL Ultra-High-Dimensional Approximate Nearest Neighbor Search Extension | 2020 | SIGMOD | 0.00011053863 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010109102 |
| 3,640 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB | 6.8891671e-05 |
Previous
Page 1 / 1
Next
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 | 0.00076637636 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,353 | An In-Depth Benchmarking of Text-to-SQL Systems | 2021 | SIGMOD | 5.5521332e-05 |
| 10,090 | Integrating Vector Databases across Embedding Models | 2026 | SIGMOD | 4.1945683e-05 |
| 471 | FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets | 1995 | SIGMOD | 0.00022364776 |
| 825 | Dimensionality Reduction for Similarity Searching in Dynamic Databases | 1998 | SIGMOD | 0.00016228517 |
| 12,142 | Demonstration of the FDB Query Engine for Factorised Databases | 2012 | VLDB | 4.1945683e-05 |
| 9,978 | Fast Vector Search in PostgreSQL: A Decoupled Approach | 2026 | CIDR | 4.1945683e-05 |
| 3,082 | FDB: A Query Engine for Factorised Relational Databases | 2012 | VLDB | 7.6014248e-05 |
| 6,082 | Query-Sensitive Embeddings | 2005 | SIGMOD | 5.2205711e-05 |
| 7,072 | FedSQ: A Secure System for Federated Vector Similarity Queries | 2024 | VLDB | 4.842703e-05 |
| 3,503 | FREDE: Anytime Graph Embeddings | 2021 | VLDB | 7.0355661e-05 |