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

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Showing 351–400 of 445 papers

TitleStatusHype
On the Need of Cross Validation for Discourse Relation Classification—0
Neural Temporal Relation Extraction—0
Adversarial Connective-exploiting Networks for Implicit Discourse Relation Classification—0
A Joint Framework for Argumentative Text Analysis Incorporating Domain Knowledge—0
Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural Network—0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks—0
A Unified Architecture for Semantic Role Labeling and Relation Classification—0
Semantic Relation Classification via Hierarchical Recurrent Neural Network with Attention—0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
On the contribution of word embeddings to temporal relation classification—0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
Relation Extraction with Multi-instance Multi-label Convolutional Neural Networks—0
Joint Representation Learning of Text and Knowledge for Knowledge Graph Completion—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification—0
CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic RelationsCode0
Stochastic Learning of Multi-Instance Dictionary for Earth Mover's Distance based Histogram Comparison—0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features—0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Context-aware Argumentative Relation Mining—0
Discourse Relation Sense Classification Systems for CoNLL-2016 Shared Task—0
Combining Lexical and Spatial Knowledge to Predict Spatial Relations between Objects in Images—0
Which argument is more convincing? Analyzing and predicting convincingness of Web arguments using bidirectional LSTM—0
On the Compositionality and Semantic Interpretation of English Noun CompoundsCode0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification—0
Learning Semantically and Additively Compositional Distributional RepresentationsCode0
Neural Network Models for Implicit Discourse Relation Classification in English and Chinese without Surface Features—0
A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models—0
Dependency Based Embeddings for Sentence Classification Tasks—0
VUACLTL at SemEval 2016 Task 12: A CRF Pipeline to Clinical TempEval—0
Combining Recurrent and Convolutional Neural Networks for Relation Classification—0
Semantic Annotation of the ACL Anthology Corpus for the Automatic Analysis of Scientific Literature—0
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling—0
Implicit Discourse Relation Classification via Multi-Task Neural Networks—0
A Latent Variable Recurrent Neural Network for Discourse Relation Language ModelsCode0
Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation—0
End-to-End Relation Extraction using LSTMs on Sequences and Tree StructuresCode0
Normalization of Relative and Incomplete Temporal Expressions in Clinical Narratives—0
Bidirectional Long Short-Term Memory Networks for Relation Classification—0
Temporal Relation Classification using a Model of Tense and Aspect—0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs—0
Comparing Word Representations for Implicit Discourse Relation Classification—0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths—0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path—0
Relation Classification via Recurrent Neural NetworkCode0
A Dependency-Based Neural Network for Relation Classification—0
Shallow Discourse Parsing with Syntactic and (a Few) Semantic Features—0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity—0
The DCU Discourse Parser for Connective, Argument Identification and Explicit Sense Classification—0
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All datasetsTACREDSemEval-2010 Task-8FewRelAbstRCT - NeoplasmCDCPDiscoveryDRI CorpusMATRES

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4—Unverified
2DeepStruct multi-taskF174.9—Unverified
3LUKE 483MF172.7—Unverified
4K-AdapterF172—Unverified
5KnowBERTF171.5—Unverified
6MTB Baldini Soares et al. (2019)F171.5—Unverified
7RoBERTaF171.3—Unverified
8SpanBERTF170.8—Unverified
9ERNIEF168—Unverified
10ERNIEF167.97—Unverified
#ModelMetricClaimedVerifiedStatus
1BRCNNF186.3—Unverified
2DRNNsF186.1—Unverified
3depLCNN + NSF185.6—Unverified
4SDP-LSTMF183.7—Unverified
5DepNNF183.6—Unverified
6MVRNNF182.4—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF1 (10-way 1-shot)97.8—Unverified
2DeepEx (zero-shot top-10)F192.9—Unverified
3DeepStruct multi-taskF1 (10-way 1-shot)92.2—Unverified
4Deepstruct zero-shotF1 (10-way 1-shot)67.6—Unverified
5DeepEx (zero-shot top-1)F148.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F170.92—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F142.95—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT1:1 Accuracy20.6—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F137.72—Unverified
#ModelMetricClaimedVerifiedStatus
1SCS-EEREF10.83—Unverified