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 176200 of 445 papers

TitleStatusHype
RIVA: A Pre-trained Tweet Multimodal Model Based on Text-image Relation for Multimodal NER0
Meta-Information Guided Meta-Learning for Few-Shot Relation ClassificationCode0
Using a Penalty-based Loss Re-estimation Method to Improve Implicit Discourse Relation Classification0
Gorynych Transformer at SemEval-2020 Task 6: Multi-task Learning for Definition Extraction0
ACNLP at SemEval-2020 Task 6: A Supervised Approach for Definition Extraction0
Joint Extraction of Entity and Relation with Information Redundancy Elimination0
Entity Recognition and Relation Extraction from Scientific and Technical Texts in Russian0
Zero-shot Relation Classification from Side InformationCode0
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
Relative and Incomplete Time Expression Anchoring for Clinical Text0
The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation ClassificationCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
Within-Between Lexical Relation Classification0
Investigation of BERT Model on Biomedical Relation Extraction Based on Revised Fine-tuning Mechanism0
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification0
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational SearchingCode0
Meta-Learning for Neural Relation Classification with Distant Supervision0
Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training0
The RELX Dataset and Matching the Multilingual Blanks for Cross-Lingual Relation ClassificationCode1
TDRE: A Tensor Decomposition Based Approach for Relation Extraction0
Relation Classification as Two-way Span-Prediction0
Semi-supervised Relation Extraction via Incremental Meta Self-TrainingCode1
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attentionCode1
小样本关系分类研究综述(Few-Shot Relation Classification: A Survey)0
Entity Relative Position Representation based Multi-head Selection for Joint Entity and Relation Extraction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4Unverified
2DeepStruct multi-taskF174.9Unverified
3LUKE 483MF172.7Unverified
4K-AdapterF172Unverified
5MTB Baldini Soares et al. (2019)F171.5Unverified
6KnowBERTF171.5Unverified
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