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 51–100 of 1977 papers

TitleStatusHype
KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis—0
DragonVerseQA: Open-Domain Long-Form Context-Aware Question-AnsweringCode0
VaeDiff-DocRE: End-to-end Data Augmentation Framework for Document-level Relation ExtractionCode0
Can AI Extract Antecedent Factors of Human Trust in AI? An Application of Information Extraction for Scientific Literature in Behavioural and Computer Sciences—0
Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models—0
Feature engineering vs. deep learning for paper section identification: Toward applications in Chinese medical literature—0
LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages—0
AI-assisted Knowledge Discovery in Biomedical Literature to Support Decision-making in Precision Oncology—0
Adaptive Prompting for Continual Relation Extraction: A Within-Task Variance Perspective—0
Enhancing Relation Extraction via Supervised Rationale Verification and FeedbackCode0
M^3D: A Multimodal, Multilingual and Multitask Dataset for Grounded Document-level Information ExtractionCode0
Prompting Large Language Models for Clinical Temporal Relation Extraction—0
A survey on cutting-edge relation extraction techniques based on language models—0
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements—0
LLM-IE: A Python Package for Generative Information Extraction with Large Language Models—0
Information Extraction from Clinical Notes: Are We Ready to Switch to Large Language Models?Code0
ITER: Iterative Transformer-based Entity Recognition and Relation ExtractionCode1
Beyond the Numbers: Transparency in Relation Extraction Benchmark Creation and Leaderboards—0
A Library Perspective on Supervised Text Processing in Digital Libraries: An Investigation in the Biomedical DomainCode0
Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning—0
PRIMO: Progressive Induction for Multi-hop Open Rule Generation—0
BioNCERE: Non-Contrastive Enhancement For Relation Extraction In Biomedical Texts—0
Graph-Augmented Relation Extraction Model with LLMs-Generated Support Document—0
SciER: An Entity and Relation Extraction Dataset for Datasets, Methods, and Tasks in Scientific DocumentsCode1
Few-shot Open Relation Extraction with Gaussian Prototype and Adaptive Margin—0
Subversive Characters and Stereotyping Readers: Characterizing Queer Relationalities with Dialogue-Based Relation ExtractionCode0
Few-Shot Joint Multimodal Entity-Relation Extraction via Knowledge-Enhanced Cross-modal Prompt Model—0
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction—0
Document-level Causal Relation Extraction with Knowledge-guided Binary Question Answering—0
Unleashing the Power of Large Language Models in Zero-shot Relation Extraction via Self-Prompting—0
TPN: Transferable Proto-Learning Network towards Few-shot Document-Level Relation ExtractionCode0
Preserving Generalization of Language models in Few-shot Continual Relation ExtractionCode0
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document UnderstandingCode1
DiMB-RE: Mining the Scientific Literature for Diet-Microbiome AssociationsCode0
AutoLLM-CARD: Towards a Description and Landscape of Large Language ModelsCode0
Entity-Aware Self-Attention and Contextualized GCN for Enhanced Relation Extraction in Long Sentences—0
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword RegularizationCode0
DiVA-DocRE: A Discriminative and Voice-Aware Paradigm for Document-Level Relation Extraction—0
Maximizing Relation Extraction Potential: A Data-Centric Study to Unveil Challenges and OpportunitiesCode0
CACER: Clinical Concept Annotations for Cancer Events and RelationsCode0
iText2KG: Incremental Knowledge Graphs Construction Using Large Language ModelsCode4
AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation ExtractionCode2
LLM with Relation Classifier for Document-Level Relation ExtractionCode0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer—0
Only One Relation Possible? Modeling the Ambiguity in Event Temporal Relation Extraction—0
Generalized knowledge-enhanced framework for biomedical entity and relation extraction—0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic BudgetCode3
GEGA: Graph Convolutional Networks and Evidence Retrieval Guided Attention for Enhanced Document-level Relation Extraction—0
Event-Arguments Extraction Corpus and Modeling using BERT for Arabic—0
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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