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 601–650 of 1977 papers

TitleStatusHype
Causality Extraction from Nuclear Licensee Event Reports Using a Hybrid Framework—0
A Human-machine Interface for Few-shot Rule Synthesis for Information Extraction—0
A Comparative Study of Lexical Substitution Approaches based on Neural Language Models—0
A Review on Semi-Supervised Relation Extraction—0
Cascaded Models for Better Fine-Grained Named Entity Recognition—0
CARE: Extracting Experimental Findings From Clinical Literature—0
A hierarchical taxonomy for classifying hardness of inference tasks—0
Errata: Distant Supervision for Relation Extraction with Matrix Completion—0
ERSOM: A Structural Ontology Matching Approach Using Automatically Learned Entity Representation—0
Evaluation of large language model performance on the Biomedical Language Understanding and Reasoning Benchmark—0
Are Noisy Sentences Useless for Distant Supervised Relation Extraction?—0
CANDiS: Coupled & Attention-Driven Neural Distant Supervision—0
Can AI Extract Antecedent Factors of Human Trust in AI? An Application of Information Extraction for Scientific Literature in Behavioural and Computer Sciences—0
Entity Set Expansion using Interactive Topic Information—0
Call for Discussion: Building a New Standard Dataset for Relation Extraction Tasks—0
Building Chinese Event Type Paradigm Based on Trigger Clustering—0
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion—0
Entity Relative Position Representation based Multi-head Selection for Joint Entity and Relation Extraction—0
EnzChemRED, a rich enzyme chemistry relation extraction dataset—0
Ahead of the Text: Leveraging Entity Preposition for Financial Relation Extraction—0
Building a Multimodal Entity Linking Dataset From Tweets—0
A Cueing Strategy with Prompt Tuning for Relation Extraction—0
Building a Japanese Document-Level Relation Extraction Dataset Assisted by Cross-Lingual Transfer—0
Building a Japanese Corpus of Temporal-Causal-Discourse Structures Based on SDRT for Extracting Causal Relations—0
Entity Linking Meets Deep Learning: Techniques and Solutions—0
Entity Recognition and Relation Extraction from Scientific and Technical Texts in Russian—0
Element Intervention for Open Relation Extraction—0
EIDER: Evidence-enhanced Document-level Relation Extraction—0
Building a Corpus for Biomedical Relation Extraction of Species Mentions—0
Bridge Text and Knowledge by Learning Multi-Prototype Entity Mention Embedding—0
A Question-answering Based Framework for Relation Extraction Validation—0
Entity Identifier: A Natural Text Parsing-based Framework For Entity Relation Extraction—0
Entity Linking Korean Text: An Unsupervised Learning Approach using Semantic Relations—0
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents—0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks—0
Evaluation of LLMs on Long-tail Entity Linking in Historical Documents—0
Experiments on transfer learning architectures for biomedical relation extraction—0
Effects of Human Adversarial and Affable Samples on BERT Generalization—0
Effect of Non-linear Deep Architecture in Sequence Labeling—0
Brand-Product Relation Extraction Using Heterogeneous Vector Space Representations—0
Efficient long-distance relation extraction with DG-SpanBERT—0
Effective Slot Filling Based on Shallow Distant Supervision Methods—0
Effective Selectional Restrictions for Unsupervised Relation Extraction—0
BOUN-ISIK Participation: An Unsupervised Approach for the Named Entity Normalization and Relation Extraction of Bacteria Biotopes—0
A Practical Framework for Relation Extraction with Noisy Labels Based on Doubly Transitional Loss—0
Effectiveness and Efficiency of Open Relation Extraction—0
Bootstrapping Ternary Relation Extractors—0
A Relation Extraction Approach for Clinical Decision Support—0
ELiRF-UPV at SemEval-2018 Task 10: Capturing Discriminative Attributes with Knowledge Graphs and Wikipedia—0
Effective Crowdsourcing of Multiple Tasks for Comprehensive Knowledge Extraction—0
Show:102550
← PrevPage 13 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
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