Kernekoncepter
Addressing the challenge of coreference resolution by introducing a novel pipeline approach that incorporates singletons and improves generalization performance.
Resumé
This content discusses the importance of singletons in coreference resolution and introduces the SPLICE pipeline for improved performance. It covers the methodology, dataset preparation, training, inference, experiments, analysis, and conclusions.
Introduction
- Coreference is crucial for discourse understanding.
- Previous approaches lack consideration for singletons.
- SPLICE pipeline aims to address this limitation.
Data Extraction
- Achieved ∼94% recall on gold singletons.
- Proposed SPLICE system improves OOD stability.
- Precision improvements are more beneficial than recall for resolving coreference chains.
Quotations
- "Singleton mentions are important for how humans understand discourse."
- "SPLICE achieves results comparable to end-to-end systems for OntoNotes."
Statistik
Achieving ∼94% recall on gold singletons.
Improving OOD stability with SPLICE.
Precision improvements deliver more benefits than recall.
Citater
"Singleton mentions are important for how humans understand discourse."
"SPLICE achieves results comparable to end-to-end systems for OntoNotes."