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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 301–350 of 445 papers

TitleStatusHype
SemEval-2018 Task 7: Semantic Relation Extraction and Classification in Scientific Papers—0
UC3M-NII Team at SemEval-2018 Task 7: Semantic Relation Classification in Scientific Papers via Convolutional Neural Network—0
NTNU at SemEval-2018 Task 7: Classifier Ensembling for Semantic Relation Identification and Classification in Scientific Papers—0
UniMa at SemEval-2018 Task 7: Semantic Relation Extraction and Classification from Scientific Publications—0
SciREL at SemEval-2018 Task 7: A System for Semantic Relation Extraction and Classification—0
TakeLab at SemEval-2018 Task 7: Combining Sparse and Dense Features for Relation Classification in Scientific Texts—0
LightRel at SemEval-2018 Task 7: Lightweight and Fast Relation Classification—0
The UWNLP system at SemEval-2018 Task 7: Neural Relation Extraction Model with Selectively Incorporated Concept Embeddings—0
IRCMS at SemEval-2018 Task 7 : Evaluating a basic CNN Method and Traditional Pipeline Method for Relation Classification—0
Olive Oil is Made Olives, Baby Oil is Made Babies: Interpreting Noun Compounds Using Paraphrases in a Neural Model—0
Temporal Event Knowledge Acquisition via Identifying Narratives—0
Syntactic Dependency Representations in Neural Relation Classification—0
DSGAN: Generative Adversarial Training for Distant Supervision Relation Extraction—0
Classifying medical relations in clinical text via convolutional neural networks—0
Composite Semantic Relation Classification—0
Systems' Agreements and Disagreements in Temporal Processing: An Extensive Error Analysis of the TempEval-3 Task—0
Chinese Relation Classification using Long Short Term Memory Networks—0
SIRIUS-LTG-UiO at SemEval-2018 Task 7: Convolutional Neural Networks with Shortest Dependency Paths for Semantic Relation Extraction and Classification in Scientific Papers—0
LightRel SemEval-2018 Task 7: Lightweight and Fast Relation Classification—0
Improving Implicit Discourse Relation Classification by Modeling Inter-dependencies of Discourse Units in a Paragraph—0
GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation ClassificationCode0
ETH-DS3Lab at SemEval-2018 Task 7: Effectively Combining Recurrent and Convolutional Neural Networks for Relation Classification and Extraction—0
Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text—0
Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification—0
OhioState at SemEval-2018 Task 7: Exploiting Data Augmentation for Relation Classification in Scientific Papers using Piecewise Convolutional Neural Networks—0
SEE: Syntax-aware Entity Embedding for Neural Relation Extraction—0
False Positive and Cross-relation Signals in Distant Supervision DataCode0
Structure Regularized Bidirectional Recurrent Convolutional Neural Network for Relation Classification—0
Using Explicit Discourse Connectives in Translation for Implicit Discourse Relation Classification—0
Learning Transferable Representation for Bilingual Relation Extraction via Convolutional Neural Networks—0
Embracing Non-Traditional Linguistic Resources for Low-resource Language Name Tagging—0
Think Globally, Embed Locally --- Locally Linear Meta-embedding of WordsCode0
Recognizing Reputation Defence Strategies in Critical Political Exchanges—0
Argument Relation Classification Using a Joint Inference Model—0
Exploring Vector Spaces for Semantic Relations—0
Inter-Weighted Alignment Network for Sentence Pair Modeling—0
What matters in a transferable neural network model for relation classification in the biomedical domain?—0
Extracting Drug-Drug Interactions with Attention CNNs—0
Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text—0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task—0
Learning local and global contexts using a convolutional recurrent network model for relation classification in biomedical text—0
LABDA at SemEval-2017 Task 10: Relation Classification between keyphrases via Convolutional Neural Network—0
TTI-COIN at SemEval-2017 Task 10: Investigating Embeddings for End-to-End Relation Extraction from Scientific Papers—0
Classifying Semantic Clause Types: Modeling Context and Genre Characteristics with Recurrent Neural Networks and Attention—0
Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification—0
Composing Distributed Representations of Relational PatternsCode0
A Sequential Model for Classifying Temporal Relations between Intra-Sentence Events—0
Multiple Range-Restricted Bidirectional Gated Recurrent Units with Attention for Relation Classification—0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths—0
Classifying Lexical-semantic Relationships by Exploiting Sense/Concept Representations—0
Show:102550
← PrevPage 7 of 9Next →
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