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 401–445 of 445 papers

TitleStatusHype
Probing LLMs for Multilingual Discourse Generalization Through a Unified Label SetCode0
Prompt-based Zero-shot Relation Extraction with Semantic Knowledge AugmentationCode0
Enriching Pre-trained Language Model with Entity Information for Relation ClassificationCode0
Adversarial Feature Adaptation for Cross-lingual Relation ClassificationCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical TextCode0
KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained RelationshipsCode0
Enhancing Targeted Minority Class Prediction in Sentence-Level Relation ExtractionCode0
Knowledge Enhanced Contextual Word RepresentationsCode0
CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation IdentificationCode0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
Label distributions help implicit discourse relation classificationCode0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Dependency-aware Prototype Learning for Few-shot Relation ClassificationCode0
Large-scale Exploration of Neural Relation Classification ArchitecturesCode0
"Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement SpaceCode0
``Laughing at you or with you'': The Role of Sarcasm in Shaping the Disagreement SpaceCode0
DeepREF: A Framework for Optimized Deep Learning-based Relation ClassificationCode0
Learning Semantically and Additively Compositional Distributional RepresentationsCode0
RCL: Relation Contrastive Learning for Zero-Shot Relation ExtractionCode0
Crowdsourcing Semantic Label Propagation in Relation ClassificationCode0
Unified Semantic Typing with Meaningful Label InferenceCode0
Zero-shot transfer for implicit discourse relation classificationCode0
Annotations for Exploring Food Tweets From Multiple AspectsCode0
SORNet: Spatial Object-Centric Representations for Sequential ManipulationCode0
Relation Classification via Convolutional Deep Neural NetworkCode0
Relation Classification via Recurrent Neural NetworkCode0
Relation Classification via Relation ValidationCode0
LLM with Relation Classifier for Document-Level Relation ExtractionCode0
Span-based Joint Entity and Relation Extraction with Transformer Pre-trainingCode0
End-to-End Relation Extraction using LSTMs on Sequences and Tree StructuresCode0
SpanBERT: Improving Pre-training by Representing and Predicting SpansCode0
Advancing NLP with Cognitive Language Processing SignalsCode0
End-to-end neural relation extraction using deep biaffine attentionCode0
End-to-End n-ary Relation Extraction for Combination Drug TherapiesCode0
Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation LearningCode0
Meta-Information Guided Meta-Learning for Few-Shot Relation ClassificationCode0
Why only Micro-F1? Class Weighting of Measures for Relation ClassificationCode0
Annotation-Inspired Implicit Discourse Relation Classification with Auxiliary Discourse Connective GenerationCode0
Mining Discourse Markers for Unsupervised Sentence Representation LearningCode0
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain AdaptationCode0
Convolutional Gated Recurrent Units for Medical Relation ClassificationCode0
Composing Distributed Representations of Relational PatternsCode0
CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation PredictionCode0
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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