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 201–250 of 1977 papers

TitleStatusHype
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage FusionCode1
Document-level Relation Extraction as Semantic SegmentationCode1
Entity Concept-enhanced Few-shot Relation ExtractionCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
Three Sentences Are All You Need: Local Path Enhanced Document Relation ExtractionCode1
SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation ExtractionCode1
Discriminative Reasoning for Document-level Relation ExtractionCode1
KGPool: Dynamic Knowledge Graph Context Selection for Relation ExtractionCode1
Open Hierarchical Relation ExtractionCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
SciFive: a text-to-text transformer model for biomedical literatureCode1
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective InferenceCode1
Revisiting the Negative Data of Distantly Supervised Relation ExtractionCode1
KLUE: Korean Language Understanding EvaluationCode1
UIUC_BioNLP at SemEval-2021 Task 11: A Cascade of Neural Models for Structuring Scholarly NLP ContributionsCode1
Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation ExtractionCode1
Improving BERT Model Using Contrastive Learning for Biomedical Relation ExtractionCode1
Knodle: Modular Weakly Supervised Learning with PyTorchCode1
Improving Biomedical Pretrained Language Models with KnowledgeCode1
ELECTRAMed: a new pre-trained language representation model for biomedical NLPCode1
Learning from Noisy Labels for Entity-Centric Information ExtractionCode1
DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation ExtractionCode1
Re-TACRED: Addressing Shortcomings of the TACRED DatasetCode1
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation ExtractionCode1
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation LearningCode1
Deep Neural Networks for Relation ExtractionCode1
Multilingual Entity and Relation Extraction Dataset and ModelCode1
Prototypical Representation Learning for Relation ExtractionCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation ExtractionCode1
WebRED: Effective Pretraining And Finetuning For Relation Extraction On The WebCode1
An End-to-end Model for Entity-level Relation Extraction using Multi-instance LearningCode1
Bootstrapping Relation Extractors using Syntactic Search by ExamplesCode1
An Improved Baseline for Sentence-level Relation ExtractionCode1
Improving Distantly-Supervised Relation Extraction through BERT-based Label & Instance EmbeddingsCode1
A Trigger-Sense Memory Flow Framework for Joint Entity and Relation ExtractionCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
EventPlus: A Temporal Event Understanding PipelineCode1
Curriculum-Meta Learning for Order-Robust Continual Relation ExtractionCode1
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningCode1
ECONET: Effective Continual Pretraining of Language Models for Event Temporal ReasoningCode1
Document-Level Relation Extraction with ReconstructionCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
GDPNet: Refining Latent Multi-View Graph for Relation ExtractionCode1
DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic DialoguesCode1
Learning Relation Prototype from Unlabeled Texts for Long-tail Relation ExtractionCode1
Learning Informative Representations of Biomedical Relations with Latent Variable ModelsCode1
Denoising Relation Extraction from Document-level Distant SupervisionCode1
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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