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 426445 of 445 papers

TitleStatusHype
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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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