TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Natural Language Processing/Relation Extraction

Relation Extraction

156 benchmarks1977 papers

Relation Extraction is the task of predicting attributes and relations for entities in a sentence. For example, given a sentence “Barack Obama was born in Honolulu, Hawaii.”, a relation classifier aims at predicting the relation of “bornInCity”. Relation Extraction is the key component for building relation knowledge graphs, and it is of crucial significance to natural language processing applications such as structured search, sentiment analysis, question answering, and summarization.

<span class="description-source">Source: Deep Residual Learning for Weakly-Supervised Relation Extraction </span>

Benchmarks

Relation Extraction on DocRED

F1Ign F1Relation F1F1 (1-Doc)F1 (3-Doc)

Relation Extraction on TACRED

F1F1 (1% Few-Shot)F1 (10% Few-Shot)F1 (5% Few-Shot)F1 (Zero-Shot)

Relation Extraction on SemEval-2010 Task-8

F1

Relation Extraction on Vinoground

Text ScoreVideo ScoreGroup Score

Relation Extraction on ACE 2005

NER Micro F1RE+ Micro F1RE Micro F1Relation classification F1Relation F1Sentence EncoderCross Sentence

Relation Extraction on WebNLG

F1NER Micro F1

Relation Extraction on Adverse Drug Events (ADE) Corpus

RE+ Macro F1NER Macro F1RE Macro F1

Relation Extraction on CoNLL04

RE+ Micro F1NER Micro F1RE+ Macro F1 NER Macro F1Entity F1Relation F1RE+ Macro F1

Relation Extraction on NYT11-HRL

F1

Relation Extraction on ACE 2004

NER Micro F1RE+ Micro F1RE Micro F1Cross Sentence

Relation Extraction on ChemProt

F1Micro F1

Relation Extraction on DialogRE

F1 (v2)F1 (v1)F1c (v2)F1c (v1)F1 (Chinese)

Relation Extraction on SciERC

Entity F1Relation F1RE+ Micro F1F1NER Micro F1F1 (1-Doc)F1 (3-Doc)Cross Sentence

Relation Extraction on CDR

F1Relation F1

Relation Extraction on NYT

F1Entity F1Relation F1P@100P@200P@300PR AUC

Relation Extraction on NYT10-HRL

F1

Relation Extraction on WebNLG 3.0

F1

Relation Extraction on FUNSD

F1

Relation Extraction on GDA

F1Relation F1

Relation Extraction on Re-TACRED

F1

Relation Extraction on ReDocRED

F1Ign F1

Relation Extraction on NYT Corpus

P@10%P@30%

Relation Extraction on New York Times Corpus

P@10%P@30%AUCAverage Precision

Relation Extraction on SemEval 2010 Task 8

F1

Relation Extraction on SemEval 2018 Task 10

F1-Score

Relation Extraction on MATRES

F1

Relation Extraction on BioRED

F1

Relation Extraction on FewRel

F1F1 (10-way 1-shot)F1 (10-way 5-shot)F1 (5-way 1-shot)F1 (5-way 5-shotAvg. F1PrecisionRecall

Relation Extraction on HyperRED

Avg. F1

Relation Extraction on NYT21

F1

Relation Extraction on ACE2005

Entity F1Relation F1

Relation Extraction on ADE Corpus

Entity F1Relation F1NER Macro F1RE+ Macro F1

Relation Extraction on ChemDisGene

F1

Relation Extraction on DWIE

F1-HardF1

Relation Extraction on NYT-single

F1

Relation Extraction on NYT29

F1

Relation Extraction on Re-DocRED

F1Ign F1

Relation Extraction on SKE

F1

Relation Extraction on TACRED-Revisited

F1

Relation Extraction on TB-Dense

F1

Relation Extraction on TDDAuto

F1

Relation Extraction on TDDMan

F1

Relation Extraction on 2012 i2b2 Temporal Relations

Macro F1

Relation Extraction on DDI

F1Micro F1

Relation Extraction on Dataset: Relationship extraction for knowledge graph creation from biomedical literature (Gene-Disease relationships)

F1

Relation Extraction on DocRED-IE

Relation F1

Relation Extraction on GAD

F1Micro F1

Relation Extraction on NYT24

F1

Relation Extraction on REBEL

Triplet F1 (strict EL)

Relation Extraction on SciREX

Avg. F1

Relation Extraction on SemEval-2010 Task 8

F1

Relation Extraction on SemEval-2022 Task-12

Entity F1 (partial)Relation F1

Relation Extraction on TekGen

F1

Relation Extraction on WLPC

F1

Relation Extraction on Wiki-ZSL

Avg. F1

Relation Extraction on 2010 i2b2/VA

Macro F1

Relation Extraction on 2018 n2c2 posology

Macro F1

Relation Extraction on AbstRCT - Neoplasm

Macro F1

Relation Extraction on Bc8

Evaluation Macro F1

Relation Extraction on CDCP

Macro F1

Relation Extraction on DDRel

Pair-level 13-class AccPair-level 4-class AccPair-level 6-class AccSession-level 13-class AccSession-level 4-class AccSession-level 6-class Acc

Relation Extraction on DRI Corpus

Macro F1

Relation Extraction on Dataset: Relationship extraction for knowledge graph creation from biomedical literature (Gene-Disease relationships) n

F1

Relation Extraction on Discovery

1:1 Accuracy

Relation Extraction on DrugProt

F1 (micro)

Relation Extraction on DuIE

F1

Relation Extraction on FREDo

F1 (1-Doc)F1 (3-Doc)

Relation Extraction on FREDo (cross-domain)

F1 (1-Doc)F1 (3-Doc)

Relation Extraction on Google RE

F1

Relation Extraction on JNLPBA

F1

Relation Extraction on KPI-EDGAR

Relation F1

Relation Extraction on LPSC-contains

F1 (micro)

Relation Extraction on LPSC-hasproperty

F1 (micro)

Relation Extraction on MUC6

Average F1

Relation Extraction on PGR

Macro F1

Relation Extraction on WNUT 2020

F1PrecisionRecall

Relation Extraction on Wikipedia-Wikidata relations

Error rate

Relation Extraction on sciERC-sent

F1