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 5175 of 445 papers

TitleStatusHype
A Data-driven Approach for Noise Reduction in Distantly Supervised Biomedical Relation ExtractionCode1
UniRE: A Unified Label Space for Entity Relation ExtractionCode1
Utilizing Relative Event Time to Enhance Event-Event Temporal Relation ExtractionCode1
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language UnderstandingCode1
Multi-Task Attentive Residual Networks for Argument MiningCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Few-Shot Document-Level Relation ExtractionCode1
Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual AwarenessCode1
Biomedical Relation Classification by single and multiple source domain adaptation0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Bidirectional Long Short-Term Memory Networks for Relation Classification0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification0
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
ClearTK-TimeML: A minimalist approach to TempEval 20130
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs0
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search0
A Dependency-Based Neural Network for Relation Classification0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
Automatically Generating Counterfactuals for Relation Classification0
A Neural Approach to Discourse Relation Signal Detection0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
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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