A no-fine-tuning, contrastive-learning plus Bayesian kNN system matches or exceeds state-of-the-art relation extraction on several benchmarks at a fraction of the energy cost.
Improving distantly-supervised relationextractionthroughbert-basedlabelandinstanceembeddings
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SCoRE: Streamlined Corpus-based Relation Extraction using Multi-Label Contrastive Learning and Bayesian kNN
A no-fine-tuning, contrastive-learning plus Bayesian kNN system matches or exceeds state-of-the-art relation extraction on several benchmarks at a fraction of the energy cost.