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Relation Extraction on ACE04 (test)

69.7F1 ScorePL-Marker
44.7451.2257.764.18Apr 5, 2019Aug 31, 2019Jan 27, 2020Jun 24, 2020Nov 19, 2020Apr 17, 2021Sep 13, 2021

Evaluation results

MethodLinks
PL-MarkerEncoder=ALBERT_XXL, Representation Type=Solid & Levitated Marker2021.0969.7——66.5
PL-MarkerEncoder=BERT_BASE, Representation Type=Solid & Levitated Marker, Cross-sentence information=true2021.0966.7——62.6
PURE-FEncoder=ALBERT_XXL, Representation Type=Solid Marker2021.0966.1——62.2
PURE-FEncoder=BERT_BASE, Representation Type=Solid Marker2021.0963.9——60.1
Table-Sequence EncodersAveraging=micro-averaged2020.1063.3——59.6
TableSeqEncoder=ALBERT_XXL, Representation Type=T-Concat2021.0963.3——59.6
DYGIE2019.0459.7———
Luan et al.Averaging=micro-averaged2020.1059.7———
DYGIEEncoder=ELMo, Representation Type=T-Concat2021.0959.7———
Multi-turn QA2019.0549.450.148.7—
Multi-turn QAEncoder=BERT_L2021.0949.4———
Li and Ji2019.0549.360.836.1—
Katiyar and CardieAveraging=micro-averaged2020.1049.3——45.7
Miwa and Bansal2019.0448.4———
Miwa and Bansal2019.0548.448.748.1—
SPtreeEncoder=LSTM, Representation Type=T-Concat2021.0948.4———
Li and JiAveraging=micro-averaged2020.1048.3——45.3
Li and JiEncoder=BERT_L2021.0948.3——45.3
Bekoulis et al.2019.0447.5———
Bekoulis et al.2019.0547.5———
Katiyar and Cardie2019.0545.746.445.3—
Bekoulis et al.Averaging=micro-averaged2020.10———47.1
Bekoulis et al.Averaging=micro-averaged2020.10———47.5
Li et al.Averaging=micro-averaged2020.10———49.4
Miwa and BansalAveraging=micro-averaged2020.10———48.4
UniREEncoder=BERT_BASE, Representation Type=T-Concat2021.09———60
UniREEncoder=ALBERT_XXL, Representation Type=T-Concat2021.09———63