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 51–75 of 445 papers

TitleStatusHype
PTR: Prompt Tuning with Rules for Text ClassificationCode1
CrossRE: A Cross-Domain Dataset for Relation ExtractionCode1
Few-shot Text Classification with Distributional SignaturesCode1
Few-Shot Document-Level Relation ExtractionCode1
Relation Transformer NetworkCode1
UniRE: A Unified Label Space for Entity Relation ExtractionCode1
MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema ModelingCode1
Matching the Blanks: Distributional Similarity for Relation LearningCode1
GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation ClassificationCode0
Advancing NLP with Cognitive Language Processing SignalsCode0
Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionCode0
How about Time? Probing a Multilingual Language Model for Temporal RelationsCode0
Annotations for Exploring Food Tweets From Multiple AspectsCode0
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERTCode0
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and DomainsCode0
From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue SystemsCode0
Annotation-Inspired Implicit Discourse Relation Classification with Auxiliary Discourse Connective GenerationCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
False Positive and Cross-relation Signals in Distant Supervision DataCode0
FewRel 2.0: Towards More Challenging Few-Shot Relation ClassificationCode0
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation ExtractionCode0
Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context InformationCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
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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
5MTB Baldini Soares et al. (2019)F171.5—Unverified
6KnowBERTF171.5—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