SOTAVerified

Relation Classification

Relation Classification is the task of identifying the semantic relation holding between two nominal entities in text.

Source: Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text

Papers

Showing 201225 of 445 papers

TitleStatusHype
Within-Between Lexical Relation Classification0
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification0
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational SearchingCode0
Meta-Learning for Neural Relation Classification with Distant Supervision0
Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training0
TDRE: A Tensor Decomposition Based Approach for Relation Extraction0
Relation Classification as Two-way Span-Prediction0
小样本关系分类研究综述(Few-Shot Relation Classification: A Survey)0
Entity Relative Position Representation based Multi-head Selection for Joint Entity and Relation Extraction0
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search0
The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis0
Semantic Relations and Deep Learning0
HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation0
Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction0
Implicit Discourse Relation Classification: We Need to Talk about Evaluation0
A BERT-based One-Pass Multi-Task Model for Clinical Temporal Relation Extraction0
NLPContributions: An Annotation Scheme for Machine Reading of Scholarly Contributions in Natural Language Processing LiteratureCode0
Human brain activity for machine attention0
Classification de relations pour l'intelligence \'economique et concurrentielle (Relation Classification for Competitive and Economic Intelligence )0
MPDD: A Multi-Party Dialogue Dataset for Analysis of Emotions and Interpersonal Relationships0
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations0
Adapting BERT to Implicit Discourse Relation Classification with a Focus on Discourse Connectives0
MICK: A Meta-Learning Framework for Few-shot Relation Classification with Small Training Data0
Improving Scholarly Knowledge Representation: Evaluating BERT-based Models for Scientific Relation Classification0
Unsupervised Adversarial Domain Adaptation for Implicit Discourse Relation Classification0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4Unverified
2DeepStruct multi-taskF174.9Unverified
3LUKE 483MF172.7Unverified
4K-AdapterF172Unverified
5MTB Baldini Soares et al. (2019)F171.5Unverified
6KnowBERTF171.5Unverified
7RoBERTaF171.3Unverified
8SpanBERTF170.8Unverified
9ERNIEF168Unverified
10ERNIEF167.97Unverified
#ModelMetricClaimedVerifiedStatus
1BRCNNF186.3Unverified
2DRNNsF186.1Unverified
3depLCNN + NSF185.6Unverified
4SDP-LSTMF183.7Unverified
5DepNNF183.6Unverified
6MVRNNF182.4Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF1 (10-way 1-shot)97.8Unverified
2DeepEx (zero-shot top-10)F192.9Unverified
3DeepStruct multi-taskF1 (10-way 1-shot)92.2Unverified
4Deepstruct zero-shotF1 (10-way 1-shot)67.6Unverified
5DeepEx (zero-shot top-1)F148.8Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F170.92Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F142.95Unverified
#ModelMetricClaimedVerifiedStatus
1BERT1:1 Accuracy20.6Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F137.72Unverified
#ModelMetricClaimedVerifiedStatus
1SCS-EEREF10.83Unverified