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 226250 of 445 papers

TitleStatusHype
Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction0
Semantic Annotation of the ACL Anthology Corpus for the Automatic Analysis of Scientific Literature0
Semantic Compositionality through Recursive Matrix-Vector Spaces0
Semantic Graph Convolutional Network for Implicit Discourse Relation Classification0
Semantic Relation Classification: Task Formalisation and Refinement0
Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling0
Semantic Relation Classification via Hierarchical Recurrent Neural Network with Attention0
SemEval-2012 Task 2: Measuring Degrees of Relational Similarity0
SemEval-2013 Task 1: TempEval-3: Evaluating Time Expressions, Events, and Temporal Relations0
SemEval-2018 Task 7: Semantic Relation Extraction and Classification in Scientific Papers0
SERC: Syntactic and Semantic Sequence based Event Relation Classification0
Shallow Discourse Parsing with Syntactic and (a Few) Semantic Features0
Simple Customization of Recursive Neural Networks for Semantic Relation Classification0
SIRIUS-LTG-UiO at SemEval-2018 Task 7: Convolutional Neural Networks with Shortest Dependency Paths for Semantic Relation Extraction and Classification in Scientific Papers0
Spectral Semi-Supervised Discourse Relation Classification0
SpRL-CWW: Spatial Relation Classification with Independent Multi-class Models0
Stochastic Learning of Multi-Instance Dictionary for Earth Mover's Distance based Histogram Comparison0
Structure Regularized Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text0
Subgraph-based Classification of Explicit and Implicit Discourse Relations0
Supervised Relation Classification as Two-way Span-Prediction0
Syntactic Dependency Representations in Neural Relation Classification0
Systems' Agreements and Disagreements in Temporal Processing: An Extensive Error Analysis of the TempEval-3 Task0
Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification0
TakeLab at SemEval-2018 Task 7: Combining Sparse and Dense Features for Relation Classification in Scientific Texts0
Show:102550
← PrevPage 10 of 18Next →

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