SOTAVerified

Relation Extraction

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.

Source: Deep Residual Learning for Weakly-Supervised Relation Extraction

Papers

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Showing 651–700 of 1977 papers

TitleStatusHype
Distantly-Supervised Neural Relation Extraction with Side Information using BERTCode0
Distantly Supervised NER with Partial Annotation Learning and Reinforcement LearningCode0
An Information Extraction Study: Take In Mind the Tokenization!Code0
Label Drop for Multi-Aspect Relation Modeling in Universal Information ExtractionCode0
Distantly-Supervised Long-Tailed Relation Extraction Using Constraint GraphsCode0
Fine-grained General Entity Typing in German using GermaNetCode0
Distantly-Supervised Joint Extraction with Noise-Robust LearningCode0
Empowering Few-Shot Relation Extraction with The Integration of Traditional RE Methods and Large Language ModelsCode0
Deep Structured Neural Network for Event Temporal Relation ExtractionCode0
Fine-grained Contrastive Learning for Relation ExtractionCode0
Fine-Grained Named Entities for Corona NewsCode0
Learning Dual Retrieval Module for Semi-supervised Relation ExtractionCode0
FinTree: Financial Dataset Pretrain Transformer Encoder for Relation ExtractionCode0
GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation ExtractionCode0
A Hierarchical Framework for Relation Extraction with Reinforcement LearningCode0
End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language ModelsCode0
DistALANER: Distantly Supervised Active Learning Augmented Named Entity Recognition in the Open Source Software EcosystemCode0
False Positive and Cross-relation Signals in Distant Supervision DataCode0
FCDS: Fusing Constituency and Dependency Syntax into Document-Level Relation ExtractionCode0
End-to-End Relation Extraction using LSTMs on Sequences and Tree StructuresCode0
Discrete-State Variational Autoencoders for Joint Discovery and Factorization of RelationsCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
End-to-End Temporal Relation Extraction in the Clinical DomainCode0
Adapting PromptORE for Modern History: Information Extraction from Hispanic Monarchy Documents of the XVIth CenturyCode0
Enhanced Distant Supervision with State-Change Information for Relation ExtractionCode0
Discovering Implicit Knowledge with Unary RelationsCode0
BERT-Based Multi-Head Selection for Joint Entity-Relation ExtractionCode0
Extracting Relational Facts by an End-to-End Neural Model with Copy MechanismCode0
Facts That MatterCode0
Enhancing biomedical word embeddings by retrofitting to verb clustersCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
A Causal View of Entity Bias in (Large) Language ModelsCode0
Leveraging Dependency Forest for Neural Medical Relation ExtractionCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
Discourse-Based Sentence SplittingCode0
Disambiguation of Verbal ShiftersCode0
Extracting Polymer Nanocomposite Samples from Full-Length DocumentsCode0
DiMB-RE: Mining the Scientific Literature for Diet-Microbiome AssociationsCode0
Did the Models Understand Documents? Benchmarking Models for Language Understanding in Document-Level Relation ExtractionCode0
Exposing ambiguities in a relation-extraction gold standard with crowdsourcingCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
Enhancing Relation Extraction via Supervised Rationale Verification and FeedbackCode0
Enhancing Semantic Correlation between Instances and Relations for Zero-Shot Relation ExtractionCode0
Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context InformationCode0
M^3D: A Multimodal, Multilingual and Multitask Dataset for Grounded Document-level Information ExtractionCode0
Enhancing Targeted Minority Class Prediction in Sentence-Level Relation ExtractionCode0
ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation ExtractionCode0
Event Causality Identification via Generation of Important Context WordsCode0
DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation ExtractionCode0
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All datasetsDocREDTACREDSemEval-2010 Task-8ACE 2005CoNLL04Adverse Drug Events (ADE) CorpusWebNLGChemProtACE 2004NYT11-HRLCDRGDA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DREEAMF167.53—Unverified
2KD-Rb-lF167.28—Unverified
3SSAN-RoBERTa-large+AdaptationF165.92—Unverified
4SAIS-RoBERTa-largeF165.11—Unverified
5Eider-RoBERTa-largeF164.79—Unverified
6DocuNet-RoBERTa-largeF164.55—Unverified
7CGM2IR-RoBERTalargeF163.89—Unverified
8SETE-Roberta-largeF163.74—Unverified
9ATLOP-RoBERTa-largeF163.4—Unverified
10DRE-MIR-BERTbaseF163.15—Unverified
#ModelMetricClaimedVerifiedStatus
1RAG4REF186.6—Unverified
2DeepStruct multi-task w/ finetuneF176.8—Unverified
3UNiST (LARGE)F175.5—Unverified
4RE-MCF175.4—Unverified
5GenPT (T5)F175.3—Unverified
6RECENT+SpanBERTF175.2—Unverified
7SuRE (PEGASUS-large)F175.1—Unverified
8EXOBRAINF175—Unverified
9Relation ReductionF174.8—Unverified
10RoBERTa-large-typed-markerF174.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SPF191.9—Unverified
2RIFREF191.3—Unverified
3REDNF191—Unverified
4SPOTF190.6—Unverified
5KLGF190.5—Unverified
6RELAF190.4—Unverified
7Skeleton-Aware BERTF190.36—Unverified
8LUKEF190.3—Unverified
9KnowPromptF190.3—Unverified
10EPGNNF190.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Span-levelNER Micro F185.98—Unverified
2Dual Pointer Network(multi-head)Relation classification F180.8—Unverified
3Dual Pointer NetworkRelation classification F180.5—Unverified
4PL-MarkerRE Micro F173—Unverified
5ASP+T5-3BRE Micro F172.7—Unverified
6GoLLIERE Micro F170.1—Unverified
7Ours: cross-sentence ALBRE Micro F169.4—Unverified
8MGERE+ Micro F168.2—Unverified
9HySPA (ours) w/ RoBERTaRelation F168.2—Unverified
10RNN+CNNRelation classification F167.7—Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeRE+ Micro F178.1—Unverified
2REBELRE+ Macro F1 76.65—Unverified
3ASP+T0-3BRE+ Micro F176.3—Unverified
4Table-SequenceRE+ Macro F1 75.4—Unverified
5SpERTRE+ Macro F1 72.87—Unverified
6DeeperRE+ Macro F1 72.63—Unverified
7TablERTRE+ Micro F172.6—Unverified
8TANLRE+ Micro F172.6—Unverified
9TriMFRE+ Micro F172.35—Unverified
10Multi-turn QARE+ Micro F168.9—Unverified
#ModelMetricClaimedVerifiedStatus
1PFN (ALBERT XXL, average aggregation)RE+ Macro F183.9—Unverified
2DeeperRE+ Macro F183.74—Unverified
3PFN (ALBERT XXL, no aggregation)RE+ Macro F183.2—Unverified
4SpERT.PL (without overlap and BioBERT)RE+ Macro F182.39—Unverified
5REBEL (including overlapping entities)RE+ Macro F182.2—Unverified
6SpERT.PL (with overlap and BioBERT)RE+ Macro F182.03—Unverified
7CMANRE+ Macro F181.14—Unverified
8Table-SequenceRE+ Macro F180.1—Unverified
9CLDR + CLNERRE+ Macro F179.97—Unverified
10SpERT (without overlap)RE+ Macro F179.24—Unverified
#ModelMetricClaimedVerifiedStatus
1UniRelF194.7—Unverified
2PFNF193.6—Unverified
3SPNF193.4—Unverified
4TDEERF193.1—Unverified
5RIFREF192.6—Unverified
6TPLinkerF191.9—Unverified
7HBT (CasRel)F191.8—Unverified
8RIN (BERT, K=2)F190.1—Unverified
9CGT(UniLM)F183.4—Unverified