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 301–350 of 445 papers

TitleStatusHype
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification—0
A Dependency-Based Neural Network for Relation Classification—0
Advancing Relation Extraction through Language Probing with Exemplars from Set Co-Expansion—0
Adversarial Connective-exploiting Networks for Implicit Discourse Relation Classification—0
A Global-Local Attention Mechanism for Relation Classification—0
A Joint Framework for Argumentative Text Analysis Incorporating Domain Knowledge—0
A Knowledge-Augmented Neural Network Model for Implicit Discourse Relation Classification—0
A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models—0
AmalREC: A Dataset for Relation Extraction and Classification Leveraging Amalgamation of Large Language Models—0
A Marker-based Neural Network System for Extracting Social Determinants of Health—0
An Analysis of Sentential Neighbors in Implicit Discourse Relation Prediction—0
A Neural Approach to Discourse Relation Signal Detection—0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task—0
A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification—0
Argumentative Relation Classification as Plausibility Ranking—0
Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph—0
Argument Relation Classification Using a Joint Inference Model—0
ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification—0
A Semantic-Based Approach to Noun-Noun Compound Interpretation—0
A Sequential Model for Classifying Temporal Relations between Intra-Sentence Events—0
A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification—0
A Single Attention-Based Combination of CNN and RNN for Relation Classification—0
Aspectual Type and Temporal Relation Classification—0
Assessing Open-Source Large Language Models on Argumentation Mining Subtasks—0
Assessing the Difficulty of Classifying ConceptNet Relations in a Multi-Label Classification Setting—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods—0
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification—0
A Unified Approach to Discourse Relation Classification in nine Languages—0
A Unified Architecture for Semantic Role Labeling and Relation Classification—0
Automatically Generating Counterfactuals for Relation Classification—0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning—0
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search—0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs—0
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification—0
Bidirectional Long Short-Term Memory Networks for Relation Classification—0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification—0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora—0
Biomedical Relation Classification by single and multiple source domain adaptation—0
BluLab: Temporal Information Extraction for the 2015 Clinical TempEval Challenge—0
Budget Sensitive Reannotation of Noisy Relation Classification Data Using Label Hierarchy—0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification—0
Chain Based RNN for Relation Classification—0
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations—0
Chinese Relation Classification using Long Short Term Memory Networks—0
ClaiRE at SemEval-2018 Task 7: Classification of Relations using Embeddings—0
Classification de relations pour l'intelligence \'economique et concurrentielle (Relation Classification for Competitive and Economic Intelligence )—0
Classifying Lexical-semantic Relationships by Exploiting Sense/Concept Representations—0
Classifying medical relations in clinical text via convolutional neural networks—0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path—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
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