HyperAI

Relation Extraction On Docred

Metriken

F1
Ign F1

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Vergleichstabelle
ModellnameF1Ign F1
multi-view-inference-for-relation-extraction59.9958.05
improving-document-level-relation-extraction58.756.7
sais-supervising-and-augmenting-intermediate62.7760.96
entity-structure-within-and-throughout65.9263.78
learning-logic-rules-for-document-level-161.4559.48
mrn-a-locally-and-globally-mention-based61.7459.52
fine-tune-bert-for-docred-with-two-step53.2256.17
document-level-relation-extraction-with-362.2959.87
global-to-local-neural-networks-for-document59.056.8
entity-structure-within-and-throughout59.9457.71
discriminative-reasoning-for-document-level61.3759.15
enhancing-document-level-relation-extraction61.3959.35
mrn-a-locally-and-globally-mention-based58.4656.19
document-level-relation-extraction-with61.3059.31
coarse-to-fine-entity-representations-for55.7553.43
docred-a-large-scale-document-level-relation42.3336.44
fine-tune-bert-for-docred-with-two-step53.9254.42
coarse-to-fine-entity-representations-for59.8257.89
reasoning-with-latent-structure-refinement54.1852.15
document-level-relation-extraction-as64.5562.4
discriminative-reasoning-for-document-level56.3354.35
hin-hierarchical-inference-network-for53.3051.15
document-level-relation-extraction-with-663.7461.78
eider-evidence-enhanced-document-level62.4760.42
an-end-to-end-model-for-entity-level-relation60.4058.44
docred-a-large-scale-document-level-relation50.6443.93
dual-supervision-framework-for-relation57.74-
fine-grained-contrastive-learning-for59.457.1
coreferential-reasoning-learning-for-language56.9654.54
sagdre-sequence-aware-graph-based-document62.3260.11
greg-a-global-level-relation-extraction-with52.88-
entity-and-evidence-guided-relation62.5060.30
learning-logic-rules-for-document-level-160.6158.62
sire-separate-intra-and-inter-sentential55.9654.04
double-graph-based-reasoning-for-document55.0852.66
improving-long-tailed-document-level-relation61.3659.08
docred-a-large-scale-document-level-relation50.1243.60
double-graph-based-reasoning-for-document62.7660.31
eider-evidence-enhanced-document-level64.7962.85
sais-supervising-and-augmenting-intermediate65.1163.44
docred-a-large-scale-document-level-relation51.0644.73
double-graph-based-reasoning-for-document61.2459.00
reasoning-with-latent-structure-refinement59.0556.97
coreferential-reasoning-learning-for-language58.8356.40
document-level-relation-extraction-with-159.4557.12
entity-structure-within-and-throughout58.1655.84
document-level-relation-extraction-with-263.8961.96
entity-structure-within-and-throughout61.4259.47
document-level-relation-extraction-with-262.0660.24
document-level-relation-extraction-with63.4061.39
document-level-relation-extraction-with-467.2865.24
sire-separate-intra-and-inter-sentential62.0560.18
hin-hierarchical-inference-network-for55.6053.70
entity-and-evidence-guided-relation58.7255.22
document-level-relation-extraction-with-155.2353.27
a-masked-image-reconstruction-network-for63.1561.03
corefdre-document-level-relation-extraction60.8260.78
dreeam-guiding-attention-with-evidence-for67.5365.47
three-sentences-are-all-you-need-local-path56.23-
coreferential-reasoning-learning-for-language60.2557.90
relation-specific-attentions-over-entity59.2957.02
a-densely-connected-criss-cross-attention62.5560.46