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
KEML: A Knowledge-Enriched Meta-Learning Framework for Lexical Relation Classification0
A Neural Approach to Discourse Relation Signal Detection0
Learning to Relate from Captions and Bounding Boxes0
Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction0
Improving Relation Classification by Entity Pair Graph0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERTCode0
Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains0
Representing Movie Characters in Dialogues0
Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation0
Biomedical Relation Classification by single and multiple source domain adaptation0
Semantic Graph Convolutional Network for Implicit Discourse Relation Classification0
FewRel 2.0: Towards More Challenging Few-Shot Relation ClassificationCode0
Type-aware Convolutional Neural Networks for Slot Filling0
Argumentative Relation Classification as Plausibility Ranking0
Span-based Joint Entity and Relation Extraction with Transformer Pre-trainingCode0
Knowledge Enhanced Contextual Word RepresentationsCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
Discourse Relation Prediction: Revisiting Word Pairs with Convolutional Networks0
Zero-shot transfer for implicit discourse relation classification0
TDDiscourse: A Dataset for Discourse-Level Temporal Ordering of Events0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks0
Which aspects of discourse relations are hard to learn? Primitive decomposition for discourse relation classification0
Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical TextCode0
Zero-shot transfer for implicit discourse relation classificationCode0
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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