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 151–200 of 1977 papers

TitleStatusHype
Dependency-based Text Graphs for Keyphrase and Summary Extraction with Applications to Interactive Content RetrievalCode1
Curriculum-Meta Learning for Order-Robust Continual Relation ExtractionCode1
A Partition Filter Network for Joint Entity and Relation ExtractionCode1
BiOnt: Deep Learning using Multiple Biomedical Ontologies for Relation ExtractionCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
ECONET: Effective Continual Pretraining of Language Models for Event Temporal ReasoningCode1
Dependency-driven Relation Extraction with Attentive Graph Convolutional NetworksCode1
Detecting Any Human-Object Interaction Relationship: Universal HOI Detector with Spatial Prompt Learning on Foundation ModelsCode1
Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation ExtractionCode1
Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language UnderstandingCode1
Distantly Supervised Relation Extraction in Federated SettingsCode1
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
A Relation-Oriented Clustering Method for Open Relation ExtractionCode1
A Relation-Specific Attention Network for Joint Entity and Relation ExtractionCode1
A Trigger-Sense Memory Flow Framework for Joint Entity and Relation ExtractionCode1
Document-level Relation Extraction as Semantic SegmentationCode1
Bootleg: Chasing the Tail with Self-Supervised Named Entity DisambiguationCode1
Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge DistillationCode1
DORE: Document Ordered Relation Extraction based on Generative FrameworkCode1
Do Syntax Trees Help Pre-trained Transformers Extract Information?Code1
CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation ExtractionCode1
DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation ExtractionCode1
A Cascade Dual-Decoder Model for Joint Entity and Relation ExtractionCode1
Effective Distant Supervision for Temporal Relation ExtractionCode1
A Unified Framework of Medical Information Annotation and Extraction for Chinese Clinical TextCode1
A sequence-to-sequence approach for document-level relation extractionCode1
Enhancing Biomedical Relation Extraction with DirectionalityCode1
Enhancing Continual Relation Extraction via Classifier DecompositionCode1
A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation ExtractionCode1
Entity-centered Cross-document Relation ExtractionCode1
Entity, Relation, and Event Extraction with Contextualized Span RepresentationsCode1
A Simple but Effective Approach to Improve Structured Language Model Output for Information ExtractionCode1
A Dataset for Hyper-Relational Extraction and a Cube-Filling ApproachCode1
EventPlus: A Temporal Event Understanding PipelineCode1
PARE: A Simple and Strong Baseline for Monolingual and Multilingual Distantly Supervised Relation ExtractionCode1
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation ExtractionCode1
Asking Effective and Diverse Questions: A Machine Reading Comprehension based Framework for Joint Entity-Relation ExtractionCode1
Extracting Event Temporal Relations via Hyperbolic GeometryCode1
FastRE: Towards Fast Relation Extraction with Convolutional Encoder and Improved Cascade Binary Tagging FrameworkCode1
A Span-Based Model for Joint Overlapped and Discontinuous Named Entity RecognitionCode1
Generative Prompt Tuning for Relation ClassificationCode1
GenIE: Generative Information ExtractionCode1
GERNERMED -- An Open German Medical NER ModelCode1
An Improved Baseline for Sentence-level Relation ExtractionCode1
A Dataset for N-ary Relation Extraction of Drug CombinationsCode1
Better Few-Shot Relation Extraction with Label Prompt DropoutCode1
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation ExtractorsCode1
Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation ExtractionCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
Back to the Future: Towards Explainable Temporal Reasoning with Large Language ModelsCode1
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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
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
8HySPA (ours) w/ RoBERTaRelation F168.2—Unverified
9MGERE+ Micro 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