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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1351–1400 of 1977 papers

TitleStatusHype
Multi-Level Structured Self-Attentions for Distantly Supervised Relation Extraction—0
Multilingual corpora with coreferential annotation of person entities—0
Annotating Relation Mentions in Tabloid Press—0
Multilingual Entity and Relation Extraction from Unified to Language-specific Training—0
Multilingual Entity, Relation, Event and Human Value Extraction—0
Multilingual Epidemic Event Extraction : From Simple Classification Methods to Open Information Extraction (OIE) and Ontology—0
Multilingual Mention Detection for Coreference Resolution—0
Multilingual Open Relation Extraction Using Cross-lingual Projection—0
Towards Realistic Few-Shot Relation Extraction: A New Meta Dataset and Evaluation—0
Multilingual Supervision of Semantic Annotation—0
A Concrete Chinese NLP Pipeline—0
Annotating Opinions in German Political News—0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer—0
Multimodal Relation Extraction with Cross-Modal Retrieval and Synthesis—0
Multiple Streams of Relation Extraction: Enriching and Recalling in Transformers—0
Multiplicative Tree-Structured Long Short-Term Memory Networks for Semantic Representations—0
Distilling Multi-Scale Knowledge for Event Temporal Relation Extraction—0
Multi-Scale Feature and Metric Learning for Relation Extraction—0
Multi-scale fusion self attention mechanism—0
Multi-source named entity typing for social media—0
Annotating Inter-Sentence Temporal Relations in Clinical Notes—0
Word Relation Autoencoder for Unseen Hypernym Extraction Using Word Embeddings—0
Annotating Causality in the TempEval-3 Corpus—0
Named Entities in Medical Case Reports: Corpus and Experiments—0
Named Entity and Relation Extraction with Multi-Modal Retrieval—0
An Introduction to Natural Language Processing Techniques and Framework for Clinical Implementation in Radiation Oncology—0
Named Entity Recognition in Estonian—0
Named Entity Recognition in the Medical Domain with Constrained CRF Models—0
N-ary Biographical Relation Extraction using Shortest Path Dependencies—0
A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers—0
N-ary Relation Extraction using Graph-State LSTM—0
Towards Temporal Scoping of Relational Facts based on Wikipedia Data—0
Natural Solution to FraCaS Entailment Problems—0
NC-DRE: Leveraging Non-entity Clue Information for Document-level Relation Extraction—0
Towards Time-Aware Distant Supervision for Relation Extraction—0
Nearly-Unsupervised Hashcode Representations for Relation Extraction—0
Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction—0
Negation Detection in Clinical Reports Written in German—0
Towards Time-Aware Knowledge Graph Completion—0
An Insight Extraction System on BioMedical Literature with Deep Neural Networks—0
Nested Named Entity Recognition Revisited—0
Neural Architecture for Temporal Relation Extraction: A Bi-LSTM Approach for Detecting Narrative Containers—0
Neural Architectures for Biological Inter-Sentence Relation Extraction—0
Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping—0
x.ent: R Package for Entities and Relations Extraction based on Unsupervised Learning and Document Structure—0
Towards Unsupervised Learning of Temporal Relations between Events—0
Neural Metric Learning for Fast End-to-End Relation Extraction—0
Hybrid Neural Tagging Model for Open Relation Extraction—0
Neural relation extraction: a survey—0
Neural Relation Extraction for Knowledge Base Enrichment—0
Show:102550
← PrevPage 28 of 40Next →
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