Atomic propositions improve relation recall for weak triplet extractors like GLiREL and small models across SMiLER, FewRel, DocRED and CaRB, while requiring fallback for stronger LLMs.
To date, we have not com- pared propositions obtained with and without re- cursive refinement
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LLM-based Atomic Propositions help weak extractors: Evaluation of a Propositioner for triplet extraction
Atomic propositions improve relation recall for weak triplet extractors like GLiREL and small models across SMiLER, FewRel, DocRED and CaRB, while requiring fallback for stronger LLMs.