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 451–500 of 1977 papers

TitleStatusHype
Active Relation Discovery: Towards General and Label-aware Open Relation Extraction—0
Fixing Model Bugs with Natural Language PatchesCode1
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training—0
BEKG: A Built Environment Knowledge GraphCode0
Query-based Instance Discrimination Network for Relational Triple Extraction—0
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation ExtractionCode0
Applying Information Extraction to Storybook Question and Answer Generation—0
Entity-centered Cross-document Relation ExtractionCode1
DORE: Document Ordered Relation Extraction based on Generative FrameworkCode1
ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and SelectCode0
Autoregressive Structured Prediction with Language ModelsCode1
Better Few-Shot Relation Extraction with Label Prompt DropoutCode1
Full-Text Argumentation Mining on Scientific PublicationsCode0
Augmenting Task-Oriented Dialogue Systems with Relation Extraction—0
Span-based joint entity and relation extraction augmented with sequence tagging mechanism—0
Generative Prompt Tuning for Relation ClassificationCode1
Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemCode2
Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation ExtractionCode0
Knowledge-Enhanced Relation Extraction Dataset—0
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline StudyCode2
CEntRE: A paragraph-level Chinese dataset for Relation Extraction among Enterprises—0
BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and MiningCode4
CrossRE: A Cross-Domain Dataset for Relation ExtractionCode1
Towards Relation Extraction From SpeechCode1
KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial DocumentsCode1
A Unified Positive-Unlabeled Learning Framework for Document-Level Relation Extraction with Different Levels of LabelingCode1
RAPS: A Novel Few-Shot Relation Extraction Pipeline with Query-Information Guided Attention and Adaptive Prototype FusionCode0
Confidence estimation of classification based on the distribution of the neural network output layer—0
Iterative Document-level Information Extraction via Imitation LearningCode0
Developing a general-purpose clinical language inference model from a large corpus of clinical notes—0
PP-StructureV2: A Stronger Document Analysis System—0
Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction—0
Learning Robust Representations for Continual Relation Extraction via Adversarial Class AugmentationCode1
Improving Continual Relation Extraction through Prototypical Contrastive Learning—0
ConstGCN: Constrained Transmission-based Graph Convolutional Networks for Document-level Relation Extraction—0
PatternRank: Jointly Ranking Patterns and Extractions for Relation Extraction Using Graph-Based Algorithms—0
Exploiting Unary Relations with Stacked Learning for Relation ExtractionCode0
Document-level Biomedical Relation Extraction Based on Multi-Dimensional Fusion Information and Multi-Granularity Logical ReasoningCode0
DCT-Centered Temporal Relation Extraction—0
Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning—0
DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction—0
Cluster-aware Pseudo-Labeling for Supervised Open Relation ExtractionCode0
A Simple Model for Distantly Supervised Relation Extraction—0
CETA: A Consensus Enhanced Training Approach for Denoising in Distantly Supervised Relation ExtractionCode0
RSGT: Relational Structure Guided Temporal Relation Extraction—0
A Relation Extraction Dataset for Knowledge Extraction from Web TablesCode0
Key Mention Pairs Guided Document-Level Relation Extraction—0
A Multi-Gate Encoder for Joint Entity and Relation Extraction—0
基于平行交互注意力网络的中文电子病历实体及关系联合抽取(Parallel Interactive Attention Network for Joint Entity and Relation Extraction Based on Chinese Electronic Medical Record)—0
An Exploration of Prompt-Based Zero-Shot Relation Extraction Method—0
Show:102550
← PrevPage 10 of 40Next →
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