832 citations · 844 across the 3 of their papers we have counts for
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RetroGAN: A Cyclic Post-Specialization System for Improving Out-of-Knowledge and Rare Word Representations
Pedro Colon-Hernandez, Yida Xin, Henry Lieberman +3
Retrofitting is a technique used to move word vectors closer together or further apart in their space to reflect their relationships in a Knowledge Base (KB). However, retrofitting…
Combining pre-trained language models and structured knowledge
Pedro Colon-Hernandez, Catherine Havasi, Jason Alonso +2
In recent years, transformer-based language models have achieved state of the art performance in various NLP benchmarks. These models are able to extract mostly distributional info…
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge
Robyn Speer, Joshua Chin, Catherine Havasi
Machine learning about language can be improved by supplying it with specific knowledge and sources of external information. We present here a new version of the linked open data r…