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

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Showing 101–125 of 445 papers

TitleStatusHype
About Evaluation of F1 Score for RECENT Relation Extraction System—0
Evaluating BERT-based Scientific Relation Classifiers for Scholarly Knowledge Graph Construction on Digital Library Collections—0
KEPLET: Knowledge-Enhanced Pretrained Language Model with Topic Entity Awareness—0
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations—0
Covidia: COVID-19 Interdisciplinary Academic Knowledge Graph—0
End-to-End Models for Chemical-Protein Interaction Extraction: Better Tokenization and Span-Based Pipeline Strategies—0
End-to-End n-ary Relation Extraction for Combination Drug TherapiesCode0
Borrowing Human Senses: Comment-Aware Self-Training for Social Media Multimodal ClassificationCode0
LabelPrompt: Effective Prompt-based Learning for Relation Classification—0
A Marker-based Neural Network System for Extracting Social Determinants of Health—0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification—0
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Pre-trained Sentence Embeddings for Implicit Discourse Relation Classification—0
Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs—0
Dependency-aware Prototype Learning for Few-shot Relation ClassificationCode0
Label distributions help implicit discourse relation classificationCode0
Improving Event Temporal Relation Classification via Auxiliary Label-Aware Contrastive Learning—0
Multi-Perspective Document Revision—0
How about Time? Probing a Multilingual Language Model for Temporal RelationsCode0
Zero-shot Event Causality Identification with Question Answering—0
ViRel: Unsupervised Visual Relations Discovery with Graph-level Analogy—0
Improving Few-Shot Relation Classification by Prototypical Representation Learning with Definition Text—0
OPI at SemEval-2022 Task 10: Transformer-based Sequence Tagging with Relation Classification for Structured Sentiment AnalysisCode0
RCL: Relation Contrastive Learning for Zero-Shot Relation ExtractionCode0
Enhancing Targeted Minority Class Prediction in Sentence-Level Relation ExtractionCode0
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All datasetsTACREDSemEval-2010 Task-8FewRelAbstRCT - NeoplasmCDCPDiscoveryDRI CorpusMATRES

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4—Unverified
2DeepStruct multi-taskF174.9—Unverified
3LUKE 483MF172.7—Unverified
4K-AdapterF172—Unverified
5KnowBERTF171.5—Unverified
6MTB Baldini Soares et al. (2019)F171.5—Unverified
7RoBERTaF171.3—Unverified
8SpanBERTF170.8—Unverified
9ERNIEF168—Unverified
10ERNIEF167.97—Unverified
#ModelMetricClaimedVerifiedStatus
1BRCNNF186.3—Unverified
2DRNNsF186.1—Unverified
3depLCNN + NSF185.6—Unverified
4SDP-LSTMF183.7—Unverified
5DepNNF183.6—Unverified
6MVRNNF182.4—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF1 (10-way 1-shot)97.8—Unverified
2DeepEx (zero-shot top-10)F192.9—Unverified
3DeepStruct multi-taskF1 (10-way 1-shot)92.2—Unverified
4Deepstruct zero-shotF1 (10-way 1-shot)67.6—Unverified
5DeepEx (zero-shot top-1)F148.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F170.92—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F142.95—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT1:1 Accuracy20.6—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F137.72—Unverified
#ModelMetricClaimedVerifiedStatus
1SCS-EEREF10.83—Unverified