Freebase-triples: A Methodology for Processing the Freebase Data Dumps
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Abstract (arXiv)
The Freebase knowledge base was a significant Semantic Web and linked data technology during its years of operations since 2007. Following its acquisition by Google in 2010 and its shutdown in 2016, Freebase data is contained in a data dump of billions of RDF triples. In this research, an exploration of the Freebase data dumps will show best practices in understanding and using the Freebase data and also present a general methodology for parsing the linked data. The analysis is done with limited computing resources and the use of open-source Unix-like tools. The results showcase the efficiency of the technique and highlight redundancies in the data, with the possibility of restructuring nearly 60% of the original data. As an archival dataset that has not changed since 2015, Freebase's semantic structured data has applications in other prominent fields, such as information retrieval (IR) and knowledge-based question answering (KBQA). Freebase can also serve as a gateway to other structured datasets, such as DBpedia, Wikidata, and YAGO.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Dec 2017.
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Citing papers per year: 2022: 3; 2023: 2.
5 papers.
- 2022Sequence-to-Sequence Knowledge Graph Completion and Question Answeringcited by 75
- 2022Distributed Graph Neural Network Training with Periodic Stale Representation Synchronizationcited by 3
- 2023There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question Answeringcited by 3
- 2023Auto-Differentiation of Relational Computations for Very Large Scale Machine Learningcited by 1
- 2022Knowledge-aware Neural Collective Matrix Factorization for Cross-domain Recommendationcited by 0
- 2023Auto-Differentiation of Relational Computations for Very Large Scale Machine Learning31 May 2023
- 2023There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question Answering10 Jan 2023
- 2022Knowledge-aware Neural Collective Matrix Factorization for Cross-domain Recommendation27 Jun 2022
- 2022Distributed Graph Neural Network Training with Periodic Stale Representation Synchronization31 May 2022
- 2022Sequence-to-Sequence Knowledge Graph Completion and Question Answering19 Mar 2022