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.
We define different stages to extract triplets, with a full pipeline depicted in Figure 1
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.