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 1801–1850 of 1977 papers

TitleStatusHype
A hybrid deep learning approach for medical relation extractionCode0
Building a Relation Extraction Baseline for Gene-Disease Associations: A Reproducibility StudyCode0
Revisiting neural relation classification in clinical notes with external informationCode0
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text MiningCode0
Jointly Extracting Relations with Class Ties via Effective Deep RankingCode0
Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-trainingCode0
Deeper Clinical Document Understanding Using Relation ExtractionCode0
Enhancing Targeted Minority Class Prediction in Sentence-Level Relation ExtractionCode0
Crowdsourcing Semantic Label Propagation in Relation ClassificationCode0
BioRelEx 1.0: Biological Relation Extraction BenchmarkCode0
Structured Learning for Temporal Relation Extraction from Clinical RecordsCode0
Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised DataCode0
Enhancing Semantic Correlation between Instances and Relations for Zero-Shot Relation ExtractionCode0
Enhancing Relation Extraction via Supervised Rationale Verification and FeedbackCode0
Crowdsourcing Ground Truth for Medical Relation ExtractionCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Kernelized Hashcode Representations for Relation ExtractionCode0
Open Set Relation Extraction via Unknown-Aware TrainingCode0
BioM-Transformers: Building Large Biomedical Language Models with BERT, ALBERT and ELECTRACode0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation ExtractionCode0
Enhancing Relation Extraction Using Syntactic Indicators and Sentential ContextsCode0
Enhancing Language Models for Financial Relation Extraction with Named Entities and Part-of-SpeechCode0
Rewarding Coreference Resolvers for Being Consistent with World KnowledgeCode0
Knowing False Negatives: An Adversarial Training Method for Distantly Supervised Relation ExtractionCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
Biomedical Named Entity Recognition at ScaleCode0
Knowledge-Driven Cross-Document Relation ExtractionCode0
Knowledge Enhanced Contextual Word RepresentationsCode0
Knowledge-enhanced Prompt Tuning for Dialogue-based Relation Extraction with Trigger and Label SemanticCode0
Enhancing biomedical word embeddings by retrofitting to verb clustersCode0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Structured Minimally Supervised Learning for Neural Relation ExtractionCode0
Robust Distant Supervision Relation Extraction via Deep Reinforcement LearningCode0
KnowledgeNet: A Benchmark Dataset for Knowledge Base PopulationCode0
Cross-relation Cross-bag Attention for Distantly-supervised Relation ExtractionCode0
Enhancing Biomedical Relation Extraction with Transformer Models using Shortest Dependency Path Features and Triplet InformationCode0
Aspect-Based Relational Sentiment Analysis Using a Stacked Neural Network ArchitectureCode0
Enhanced Distant Supervision with State-Change Information for Relation ExtractionCode0
TAGPRIME: A Unified Framework for Relational Structure ExtractionCode0
End-to-End Temporal Relation Extraction in the Clinical DomainCode0
KULeuven-LIIR at SemEval-2017 Task 12: Cross-Domain Temporal Information Extraction from Clinical RecordsCode0
End-to-End System for Bacteria Habitat ExtractionCode0
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword RegularizationCode0
Label Drop for Multi-Aspect Relation Modeling in Universal Information ExtractionCode0
Robust Named Entity Recognition in Idiosyncratic DomainsCode0
Subversive Characters and Stereotyping Readers: Characterizing Queer Relationalities with Dialogue-Based Relation ExtractionCode0
Parmesan: mathematical concept extraction for educationCode0
A Silver Standard Corpus of Human Phenotype-Gene RelationsCode0
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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
8KnowPromptF190.3—Unverified
9LUKEF190.3—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
7TANLRE+ Micro F172.6—Unverified
8TablERTRE+ 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