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Semantische Rollenvergabe
Semantic Role Labeling On Ontonotes
Semantic Role Labeling On Ontonotes
Metriken
F1
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
F1
Paper Title
HeSyFu
88.59
-
CRF2o + RoBERTa
88.32
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments
MRC-SRL
88.3
An MRC Framework for Semantic Role Labeling
ReCAT(pretrained on wikitext103)
88.0
Augmenting Transformers with Recursively Composed Multi-grained Representations
SRL-MM + XLNet
87.67
Syntax-driven Approach for Semantic Role Labeling
CRF2o + BERT
87.66
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments
RoBERTa+RegCCRF
87.51
Constraining Linear-chain CRFs to Regular Languages
RoBERTa+CRF
87.27
Constraining Linear-chain CRFs to Regular Languages
BiLSTM-Span (Ensemble)
87.0
A Span Selection Model for Semantic Role Labeling
BiLSTM-Span
86.2
A Span Selection Model for Semantic Role Labeling
Li et al.
86.0
Dependency or Span, End-to-End Uniform Semantic Role Labeling
He et al.,
85.5
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
He et al., 2017 + ELMo
84.6
Deep contextualized word representations
CRF2o
83.66
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments
Tan et al.
82.7
Deep Semantic Role Labeling with Self-Attention
He et al.
82.1
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
He et al.
81.7
Deep Semantic Role Labeling: What Works and What's Next
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Semantic Role Labeling On Ontonotes | SOTA | HyperAI