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 15511600 of 1977 papers

TitleStatusHype
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning0
Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction0
Modeling Joint Entity and Relation Extraction with Table Representation0
Modeling Missing Data in Distant Supervision for Information Extraction0
Modeling Multi-Granularity Hierarchical Features for Relation Extraction0
Modeling Task Interactions in Document-Level Joint Entity and Relation Extraction0
Modelling Events through Memory-based, Open-IE Patterns for Abstractive Summarization0
Model Selection for Type-Supervised Learning with Application to POS Tagging0
Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction0
Modular Self-Supervision for Document-Level Relation Extraction0
Monte Carlo MCMC: Efficient Inference by Approximate Sampling0
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
More Constructions, More Genres: Extending Stanford Dependencies0
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction0
More or less supervised supersense tagging of Twitter0
More than Word Cooccurrence: Exploring Support and Opposition in International Climate Negotiations with Semantic Parsing0
Discourse-level Relation Extraction via Graph Pooling0
MRL Parsing Without Tears: The Case of Hebrew0
Multi-facet Universal Schema0
Multi-instance Multi-label Learning for Relation Extraction0
Multi-labeled Relation Extraction with Attentive Capsule Network0
GenRES: Rethinking Evaluation for Generative Relation Extraction in the Era of Large Language ModelsCode0
mgsohrab at WNUT 2020 Shared Task-1: Neural Exhaustive Approach for Entity and Relation Recognition Over Wet Lab ProtocolsCode0
An Empirical Study of Using Pre-trained BERT Models for Vietnamese Relation Extraction Task at VLSP 2020Code0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
TempEval-3: Evaluating Events, Time Expressions, and Temporal RelationsCode0
Global Context-enhanced Graph Convolutional Networks for Document-level Relation ExtractionCode0
MinIE: Minimizing Facts in Open Information ExtractionCode0
Global inference with explicit syntactic and discourse structures for dialogue-level relation extractionCode0
Distantly Supervised Relation Extraction via Recursive Hierarchy-Interactive Attention and Entity-Order PerceptionCode0
Towards Rehearsal-Free Continual Relation Extraction: Capturing Within-Task Variance with Adaptive PromptingCode0
Global Relation Embedding for Relation ExtractionCode0
Fusion Makes Perfection: An Efficient Multi-Grained Matching Approach for Zero-Shot Relation ExtractionCode0
Full-Text Argumentation Mining on Scientific PublicationsCode0
Coarse-to-Fine Entity Representations for Document-level Relation ExtractionCode0
Mining experimental data from Materials Science literature with Large Language Models: an evaluation studyCode0
From Consensus to Disagreement: Multi-Teacher Distillation for Semi-Supervised Relation ExtractionCode0
From Bag of Sentences to Document: Distantly Supervised Relation Extraction via Machine Reading ComprehensionCode0
FREDA: Flexible Relation Extraction Data AnnotationCode0
An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-trainingCode0
GPT-FinRE: In-context Learning for Financial Relation Extraction using Large Language ModelsCode0
Framing Named Entity Linking Error TypesCode0
FoodChem: A food-chemical relation extraction modelCode0
Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization FrameworkCode0
Automated tabulation of clinical trial results: A joint entity and relation extraction approach with transformer-based language representationsCode0
Zero-shot Relation Classification from Side InformationCode0
MixRED: A Mix-lingual Relation Extraction DatasetCode0
Semi-supervised Ensemble Learning with Weak Supervision for Biomedical Relationship ExtractionCode0
First Story Detection using Entities and RelationsCode0
Cluster-aware Pseudo-Labeling for Supervised Open Relation ExtractionCode0
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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
8KnowPromptF190.3Unverified
9LUKEF190.3Unverified
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
7TANLRE+ Micro F172.6Unverified
8TablERTRE+ 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