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 5175 of 445 papers

TitleStatusHype
A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation ExtractionCode1
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation ClassificationCode1
Relation Transformer NetworkCode1
SelfORE: Self-supervised Relational Feature Learning for Open Relation ExtractionCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Few-shot Text Classification with Distributional SignaturesCode1
Matching the Blanks: Distributional Similarity for Relation LearningCode1
Argumentative Link Prediction using Residual Networks and Multi-Objective LearningCode1
Comparative Analysis of AI Agent Architectures for Entity Relationship ClassificationCode0
Towards a More Generalized Approach in Open Relation ExtractionCode0
Towards Rehearsal-Free Continual Relation Extraction: Capturing Within-Task Variance with Adaptive PromptingCode0
Probing LLMs for Multilingual Discourse Generalization Through a Unified Label SetCode0
HFGCN:Hypergraph Fusion Graph Convolutional Networks for Skeleton-Based Action Recognition0
AmalREC: A Dataset for Relation Extraction and Classification Leveraging Amalgamation of Large Language Models0
Annotations for Exploring Food Tweets From Multiple AspectsCode0
Diversity Over Quantity: A Lesson From Few Shot Relation Classification0
Assessing Open-Source Large Language Models on Argumentation Mining Subtasks0
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and DomainsCode0
Local and Global Graph Modeling with Edge-weighted Graph Attention Network for Handwritten Mathematical Expression Recognition0
Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification?Code0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features0
LLM with Relation Classifier for Document-Level Relation ExtractionCode0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer0
A Global-Local Attention Mechanism for 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
5KnowBERTF171.5Unverified
6MTB Baldini Soares et al. (2019)F171.5Unverified
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