A single-pass encoder-scorer model with synthetic LLM pretraining matches or beats prior zero-shot relation classification methods on FewRel and on Wiki-ZSL with 10 or 15 unseen relations, while running far faster.
In 2023 In- ternational Joint Conference on Neural Networks (IJCNN), pages 1–8
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GLiREL -- Generalist Model for Zero-Shot Relation Extraction
A single-pass encoder-scorer model with synthetic LLM pretraining matches or beats prior zero-shot relation classification methods on FewRel and on Wiki-ZSL with 10 or 15 unseen relations, while running far faster.