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 276300 of 445 papers

TitleStatusHype
Verb Metaphor Detection via Contextual Relation Learning0
ViRel: Unsupervised Visual Relations Discovery with Graph-level Analogy0
Visually Grounded Interpretation of Noun-Noun Compounds in English0
VRDFormer: End-to-End Video Visual Relation Detection With Transformers0
VUACLTL at SemEval 2016 Task 12: A CRF Pipeline to Clinical TempEval0
Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation0
What do You Mean by Relation Extraction? A Survey on Datasets and Study on Scientific Relation Classification0
What matters in a transferable neural network model for relation classification in the biomedical domain?0
Which argument is more convincing? Analyzing and predicting convincingness of Web arguments using bidirectional LSTM0
Which aspects of discourse relations are hard to learn? Primitive decomposition for discourse relation classification0
Within-Between Lexical Relation Classification0
小样本关系分类研究综述(Few-Shot Relation Classification: A Survey)0
Zero-shot Event Causality Identification with Question Answering0
Zero-shot Relation Classification as Textual Entailment0
Zero-shot transfer for implicit discourse relation classification0
A BERT-based One-Pass Multi-Task Model for Clinical Temporal Relation Extraction0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
About Evaluation of F1 Score for RECENT Relation Extraction System0
ACNLP at SemEval-2020 Task 6: A Supervised Approach for Definition Extraction0
A Constituent-Based Approach to Argument Labeling with Joint Inference in Discourse Parsing0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification0
Active Learning for Interactive Relation Extraction in a French Newspaper’s Articles0
Adapting BERT to Implicit Discourse Relation Classification with a Focus on Discourse Connectives0
Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification0
A Data Bootstrapping Recipe for Low Resource Multilingual Relation Classification0
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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