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 51–100 of 445 papers

TitleStatusHype
A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation ExtractionCode1
Rationale-Enhanced Language Models are Better Continual Relation LearnersCode1
On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation ClassificationCode1
OED: Towards One-stage End-to-End Dynamic Scene Graph GenerationCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Relation Transformer NetworkCode1
Dependency-driven Relation Extraction with Attentive Graph Convolutional NetworksCode1
The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation ClassificationCode1
Biomedical Relation Classification by single and multiple source domain adaptation—0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora—0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification—0
Bidirectional Long Short-Term Memory Networks for Relation Classification—0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task—0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification—0
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification—0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features—0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs—0
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search—0
A Dependency-Based Neural Network for Relation Classification—0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning—0
Automatically Generating Counterfactuals for Relation Classification—0
A Neural Approach to Discourse Relation Signal Detection—0
A Unified Architecture for Semantic Role Labeling and Relation Classification—0
A Unified Approach to Discourse Relation Classification in nine Languages—0
An Analysis of Sentential Neighbors in Implicit Discourse Relation Prediction—0
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification—0
Composite Semantic Relation Classification—0
A Marker-based Neural Network System for Extracting Social Determinants of Health—0
Semantic Relations and Deep Learning—0
AmalREC: A Dataset for Relation Extraction and Classification Leveraging Amalgamation of Large Language Models—0
A Constituent-Based Approach to Argument Labeling with Joint Inference in Discourse Parsing—0
Dense Event Ordering with a Multi-Pass Architecture—0
Dependency Based Embeddings for Sentence Classification Tasks—0
Discourse Relation Prediction: Revisiting Word Pairs with Convolutional Networks—0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods—0
Combining Recurrent and Convolutional Neural Networks for Relation Classification—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models—0
Combining Lexical and Spatial Knowledge to Predict Spatial Relations between Objects in Images—0
Assessing the Difficulty of Classifying ConceptNet Relations in a Multi-Label Classification Setting—0
Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text—0
Combining Word Patterns and Discourse Markers for Paradigmatic Relation Classification—0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks—0
A Data Bootstrapping Recipe for Low Resource Multilingual Relation Classification—0
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling—0
Comparing Word Representations for Implicit Discourse Relation Classification—0
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification—0
Assessing Open-Source Large Language Models on Argumentation Mining Subtasks—0
ACNLP at SemEval-2020 Task 6: A Supervised Approach for Definition Extraction—0
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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
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