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 251–300 of 1977 papers

TitleStatusHype
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Simplifying Graph Convolutional NetworksCode1
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
Back to the Future: Towards Explainable Temporal Reasoning with Large Language ModelsCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
CodeIE: Large Code Generation Models are Better Few-Shot Information ExtractorsCode1
Context-faithful Prompting for Large Language ModelsCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
On Robustness and Bias Analysis of BERT-based Relation ExtractionCode1
CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation ExtractionCode1
CodRED: A Cross-Document Relation Extraction Dataset for Acquiring Knowledge in the WildCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERTCode1
BiOnt: Deep Learning using Multiple Biomedical Ontologies for Relation ExtractionCode1
Coreferential Reasoning Learning for Language RepresentationCode1
CoType: Joint Extraction of Typed Entities and Relations with Knowledge BasesCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic DialoguesCode1
An Improved Baseline for Sentence-level Relation ExtractionCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
BioRED: A Rich Biomedical Relation Extraction DatasetCode1
Better Few-Shot Relation Extraction with Label Prompt DropoutCode1
Detecting Any Human-Object Interaction Relationship: Universal HOI Detector with Spatial Prompt Learning on Foundation ModelsCode1
Developing a Knowledge Graph Framework for Pharmacokinetic Natural Product-Drug InteractionsCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation ExtractionCode1
Distantly Supervised Relation Extraction in Federated SettingsCode1
A General Framework for Information Extraction using Dynamic Span GraphsCode1
Document-level Relation Extraction as Semantic SegmentationCode1
Document-Level Relation Extraction with ReconstructionCode1
Document-Level Relation Extraction with Sentences Importance Estimation and FocusingCode1
BioBERT: a pre-trained biomedical language representation model for biomedical text miningCode1
DORE: Document Ordered Relation Extraction based on Generative FrameworkCode1
Double Graph Based Reasoning for Document-level Relation ExtractionCode1
Bioformer: an efficient transformer language model for biomedical text miningCode1
Clinical Relation Extraction Using Transformer-based ModelsCode1
Abstractified Multi-instance Learning (AMIL) for Biomedical Relation ExtractionCode1
Continual Multimodal Knowledge Graph ConstructionCode1
Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage FusionCode1
Enhancing Biomedical Relation Extraction with DirectionalityCode1
Enhancing Continual Relation Extraction via Classifier DecompositionCode1
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation ExtractionCode1
Entity-centered Cross-document Relation ExtractionCode1
Denoising Relation Extraction from Document-level Distant SupervisionCode1
BiomedRAG: A Retrieval Augmented Large Language Model for BiomedicineCode1
Event-Event Relation Extraction using Probabilistic Box EmbeddingCode1
EventPlus: A Temporal Event Understanding PipelineCode1
Exposing Shallow Heuristics of Relation Extraction Models with Challenge DataCode1
Effective Distant Supervision for Temporal Relation ExtractionCode1
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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