Mittens: An Extension of GloVe for Learning Domain-Specialized Representations
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Abstract (arXiv)
We present a simple extension of the GloVe representation learning model that begins with general-purpose representations and updates them based on data from a specialized domain. We show that the resulting representations can lead to faster learning and better results on a variety of tasks.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Mar 2018.
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Citing papers per year: 2021: 2; 2022: 1; 2023: 4; 2024: 1.
8 papers.
- 2021Capitalization and Punctuation Restoration: a Surveycited by 12
- 2021Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddingscited by 6
- 2023Automated Refugee Case Analysis: An NLP Pipeline for Supporting Legal Practitionerscited by 6
- 2023DANES: Deep Neural Network Ensemble Architecture for Social and Textual Context-aware Fake News Detectioncited by 4
- 2023Empowering Refugee Claimants and their Lawyers: Using Machine Learning to Examine Decision-Making in Refugee Lawcited by 1
- 2022A Comparison of Approaches for Imbalanced Classification Problems in the Context of Retrieving Relevant Documents for an Analysiscited by 0
- 2023Word Embeddings for Banking Industrycited by 0
- 2024LGDE: Local Graph-based Dictionary Expansioncited by 0
- 2024LGDE: Local Graph-based Dictionary Expansion13 May 2024
- 2023Empowering Refugee Claimants and their Lawyers: Using Machine Learning to Examine Decision-Making in Refugee Law22 Aug 2023
- 2023Word Embeddings for Banking Industry2 Jun 2023
- 2023Automated Refugee Case Analysis: An NLP Pipeline for Supporting Legal Practitioners24 May 2023
- 2023DANES: Deep Neural Network Ensemble Architecture for Social and Textual Context-aware Fake News Detection1 Feb 2023
- 2022A Comparison of Approaches for Imbalanced Classification Problems in the Context of Retrieving Relevant Documents for an Analysis3 May 2022
- 2021Capitalization and Punctuation Restoration: a Survey21 Nov 2021
- 2021Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings18 Apr 2021