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

Showing 19011950 of 1977 papers

TitleStatusHype
Efficient Dependency-Guided Named Entity RecognitionCode0
Learning Trajectory-Conditioned Relations to Predict Pedestrian Crossing BehaviorCode0
Counts@IITK at SemEval-2021 Task 8: SciBERT Based Entity And Semantic Relation Extraction For Scientific DataCode0
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain AdaptationCode0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
Effective Attention Modeling for Neural Relation ExtractionCode0
LED: A Dataset for Life Event Extraction from DialogsCode0
Convolutional Neural Network Language ModelsCode0
EDeR: A Dataset for Exploring Dependency Relations Between EventsCode0
Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation ExtractionCode0
Leveraging Data Augmentation for Process Information ExtractionCode0
Leveraging Dependency Forest for Neural Medical Relation ExtractionCode0
Process Extraction from Text: Benchmarking the State of the Art and Paving the Way for Future ChallengesCode0
Process-Level Representation of Scientific Protocols with Interactive AnnotationCode0
Leveraging Natural Language Processing to Augment Structured Social Determinants of Health Data in the Electronic Health RecordCode0
Dual Supervision Framework for Relation Extraction with Distant Supervision and Human AnnotationCode0
BanglaBioMed: A Biomedical Named-Entity Annotated Corpus for Bangla (Bengali)Code0
Prompt-based Zero-shot Relation Extraction with Semantic Knowledge AugmentationCode0
Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical TextCode0
Prompt-Learning for Cross-Lingual Relation ExtractionCode0
Contextualised Graph Attention for Improved Relation ExtractionCode0
D-REX: Dialogue Relation Extraction with ExplanationsCode0
Context-Aware Representations for Knowledge Base Relation ExtractionCode0
Tackling Graphical NLP problems with Graph Recurrent NetworksCode0
Prompt Space Optimizing Few-shot Reasoning Success with Large Language ModelsCode0
Linguistically Informed Relation Extraction and Neural Architectures for Nested Named Entity Recognition in BioNLP-OST 2019Code0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
DragonVerseQA: Open-Domain Long-Form Context-Aware Question-AnsweringCode0
A Walk-based Model on Entity Graphs for Relation ExtractionCode0
Listwise temporal ordering of events in clinical notesCode0
A Richer-but-Smarter Shortest Dependency Path with Attentive Augmentation for Relation ExtractionCode0
Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze?Code0
AutoLLM-CARD: Towards a Description and Landscape of Large Language ModelsCode0
Consistent Document-Level Relation Extraction via CounterfactualsCode0
Domain-Specific Language Model Pretraining for Biomedical Natural Language ProcessingCode0
Unsupervised Open Relation ExtractionCode0
Are LLMs Good Annotators for Discourse-level Event Relation Extraction?Code0
LLM with Relation Classifier for Document-Level Relation ExtractionCode0
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation ExtractionCode0
Put It Back: Entity Typing with Language Model EnhancementCode0
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented GraphsCode0
Connecting Language and Knowledge with Heterogeneous Representations for Neural Relation ExtractionCode0
QA4IE: A Question Answering based Framework for Information ExtractionCode0
Uncertainty-Aware Bootstrap Learning for Joint Extraction on Distantly-Supervised DataCode0
Towards Integration of Discriminability and Robustness for Document-Level Relation ExtractionCode0
Do LLMs Really Adapt to Domains? An Ontology Learning PerspectiveCode0
Luminoso at SemEval-2018 Task 10: Distinguishing Attributes Using Text Corpora and Relational KnowledgeCode0
M^3D: A Multimodal, Multilingual and Multitask Dataset for Grounded Document-level Information ExtractionCode0
Question Answering on Freebase via Relation Extraction and Textual EvidenceCode0
Making Pre-trained Language Models Better Continual Few-Shot Relation ExtractorsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DREEAMF167.53Unverified
2KD-Rb-lF167.28Unverified
3SSAN-RoBERTa-large+AdaptationF165.92Unverified
4SAIS-RoBERTa-largeF165.11Unverified
5Eider-RoBERTa-largeF164.79Unverified
6DocuNet-RoBERTa-largeF164.55Unverified
7CGM2IR-RoBERTalargeF163.89Unverified
8SETE-Roberta-largeF163.74Unverified
9ATLOP-RoBERTa-largeF163.4Unverified
10DRE-MIR-BERTbaseF163.15Unverified
#ModelMetricClaimedVerifiedStatus
1RAG4REF186.6Unverified
2DeepStruct multi-task w/ finetuneF176.8Unverified
3UNiST (LARGE)F175.5Unverified
4RE-MCF175.4Unverified
5GenPT (T5)F175.3Unverified
6RECENT+SpanBERTF175.2Unverified
7SuRE (PEGASUS-large)F175.1Unverified
8EXOBRAINF175Unverified
9Relation ReductionF174.8Unverified
10RoBERTa-large-typed-markerF174.6Unverified
#ModelMetricClaimedVerifiedStatus
1SPF191.9Unverified
2RIFREF191.3Unverified
3REDNF191Unverified
4SPOTF190.6Unverified
5KLGF190.5Unverified
6RELAF190.4Unverified
7Skeleton-Aware BERTF190.36Unverified
8LUKEF190.3Unverified
9KnowPromptF190.3Unverified
10EPGNNF190.2Unverified
#ModelMetricClaimedVerifiedStatus
1Span-levelNER Micro F185.98Unverified
2Dual Pointer Network(multi-head)Relation classification F180.8Unverified
3Dual Pointer NetworkRelation classification F180.5Unverified
4PL-MarkerRE Micro F173Unverified
5ASP+T5-3BRE Micro F172.7Unverified
6GoLLIERE Micro F170.1Unverified
7Ours: cross-sentence ALBRE Micro F169.4Unverified
8MGERE+ Micro F168.2Unverified
9HySPA (ours) w/ RoBERTaRelation F168.2Unverified
10RNN+CNNRelation classification F167.7Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeRE+ Micro F178.1Unverified
2REBELRE+ Macro F1 76.65Unverified
3ASP+T0-3BRE+ Micro F176.3Unverified
4Table-SequenceRE+ Macro F1 75.4Unverified
5SpERTRE+ Macro F1 72.87Unverified
6DeeperRE+ Macro F1 72.63Unverified
7TablERTRE+ Micro F172.6Unverified
8TANLRE+ Micro F172.6Unverified
9TriMFRE+ Micro F172.35Unverified
10Multi-turn QARE+ Micro F168.9Unverified
#ModelMetricClaimedVerifiedStatus
1PFN (ALBERT XXL, average aggregation)RE+ Macro F183.9Unverified
2DeeperRE+ Macro F183.74Unverified
3PFN (ALBERT XXL, no aggregation)RE+ Macro F183.2Unverified
4SpERT.PL (without overlap and BioBERT)RE+ Macro F182.39Unverified
5REBEL (including overlapping entities)RE+ Macro F182.2Unverified
6SpERT.PL (with overlap and BioBERT)RE+ Macro F182.03Unverified
7CMANRE+ Macro F181.14Unverified
8Table-SequenceRE+ Macro F180.1Unverified
9CLDR + CLNERRE+ Macro F179.97Unverified
10SpERT (without overlap)RE+ Macro F179.24Unverified
#ModelMetricClaimedVerifiedStatus
1UniRelF194.7Unverified
2PFNF193.6Unverified
3SPNF193.4Unverified
4TDEERF193.1Unverified
5RIFREF192.6Unverified
6TPLinkerF191.9Unverified
7HBT (CasRel)F191.8Unverified
8RIN (BERT, K=2)F190.1Unverified
9CGT(UniLM)F183.4Unverified