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 376400 of 445 papers

TitleStatusHype
Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Learning Semantically and Additively Compositional Distributional RepresentationsCode0
Neural Network Models for Implicit Discourse Relation Classification in English and Chinese without Surface Features0
VUACLTL at SemEval 2016 Task 12: A CRF Pipeline to Clinical TempEval0
Dependency Based Embeddings for Sentence Classification Tasks0
A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models0
Combining Recurrent and Convolutional Neural Networks for Relation Classification0
Semantic Annotation of the ACL Anthology Corpus for the Automatic Analysis of Scientific Literature0
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling0
Implicit Discourse Relation Classification via Multi-Task Neural Networks0
A Latent Variable Recurrent Neural Network for Discourse Relation Language ModelsCode0
Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation0
End-to-End Relation Extraction using LSTMs on Sequences and Tree StructuresCode0
Normalization of Relative and Incomplete Temporal Expressions in Clinical Narratives0
Bidirectional Long Short-Term Memory Networks for Relation Classification0
Temporal Relation Classification using a Model of Tense and Aspect0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths0
Comparing Word Representations for Implicit Discourse Relation Classification0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path0
Relation Classification via Recurrent Neural NetworkCode0
A Dependency-Based Neural Network for Relation Classification0
Shallow Discourse Parsing with Syntactic and (a Few) Semantic Features0
The DCU Discourse Parser for Connective, Argument Identification and Explicit Sense Classification0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity0
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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