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 101–125 of 445 papers

TitleStatusHype
Convolutional Gated Recurrent Units for Medical Relation ClassificationCode0
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain AdaptationCode0
CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation PredictionCode0
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational SearchingCode0
Multiple Relations Classification using Imbalanced Predictions AdaptationCode0
Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionCode0
GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation ClassificationCode0
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and DomainsCode0
How about Time? Probing a Multilingual Language Model for Temporal RelationsCode0
On the Compositionality and Semantic Interpretation of English Noun CompoundsCode0
``Laughing at you or with you'': The Role of Sarcasm in Shaping the Disagreement SpaceCode0
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation ExtractionCode0
FewRel 2.0: Towards More Challenging Few-Shot Relation ClassificationCode0
DeepREF: A Framework for Optimized Deep Learning-based Relation ClassificationCode0
Classifying Relations by Ranking with Convolutional Neural NetworksCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Annotations for Exploring Food Tweets From Multiple AspectsCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context InformationCode0
Relation Classification via Convolutional Deep Neural NetworkCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
Experiments with Three Approaches to Recognizing Lexical EntailmentCode0
Adversarial Feature Adaptation for Cross-lingual Relation ClassificationCode0
Explaining Relation Classification Models with Semantic ExtentsCode0
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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