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 Findings of the Association for Computational Linguistics: ACL 2023, pages 5491–5505, Toronto, Canada
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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.