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 326350 of 445 papers

TitleStatusHype
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods0
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification0
A Unified Approach to Discourse Relation Classification in nine Languages0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
Automatically Generating Counterfactuals for Relation Classification0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs0
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification0
Bidirectional Long Short-Term Memory Networks for Relation Classification0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Biomedical Relation Classification by single and multiple source domain adaptation0
BluLab: Temporal Information Extraction for the 2015 Clinical TempEval Challenge0
Budget Sensitive Reannotation of Noisy Relation Classification Data Using Label Hierarchy0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification0
Chain Based RNN for Relation Classification0
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations0
Chinese Relation Classification using Long Short Term Memory Networks0
ClaiRE at SemEval-2018 Task 7: Classification of Relations using Embeddings0
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 Representations0
Classifying medical relations in clinical text via convolutional neural networks0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4Unverified
2DeepStruct multi-taskF174.9Unverified
3LUKE 483MF172.7Unverified
4K-AdapterF172Unverified
5KnowBERTF171.5Unverified
6MTB Baldini Soares et al. (2019)F171.5Unverified
7RoBERTaF171.3Unverified
8SpanBERTF170.8Unverified
9ERNIEF168Unverified
10ERNIEF167.97Unverified
#ModelMetricClaimedVerifiedStatus
1BRCNNF186.3Unverified
2DRNNsF186.1Unverified
3depLCNN + NSF185.6Unverified
4SDP-LSTMF183.7Unverified
5DepNNF183.6Unverified
6MVRNNF182.4Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF1 (10-way 1-shot)97.8Unverified
2DeepEx (zero-shot top-10)F192.9Unverified
3DeepStruct multi-taskF1 (10-way 1-shot)92.2Unverified
4Deepstruct zero-shotF1 (10-way 1-shot)67.6Unverified
5DeepEx (zero-shot top-1)F148.8Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F170.92Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F142.95Unverified
#ModelMetricClaimedVerifiedStatus
1BERT1:1 Accuracy20.6Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F137.72Unverified
#ModelMetricClaimedVerifiedStatus
1SCS-EEREF10.83Unverified