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 151–175 of 445 papers

TitleStatusHype
Relation Classification with Cognitive Attention Supervision—0
PTR: Prompt Tuning with Rules for Text ClassificationCode1
Global Context for improving recognition of Online Handwritten Mathematical Expressions—0
Do Models Learn the Directionality of Relations? A New Evaluation: Relation Direction RecognitionCode0
Relation Classification with Entity Type Restriction—0
Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation ExtractionCode1
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social MediaCode0
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and SystemCode1
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes—0
``Laughing at you or with you'': The Role of Sarcasm in Shaping the Disagreement SpaceCode0
Multi-Task Attentive Residual Networks for Argument MiningCode1
"Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement SpaceCode0
Structured Prediction as Translation between Augmented Natural LanguagesCode1
Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification—0
Relation Classification via Relation ValidationCode0
Syntax-Enhanced Pre-trained ModelCode1
Towards Incorporating Entity-specific Knowledge Graph Information in Predicting Drug-Drug Interactions—0
Document-Level Relation Extraction with ReconstructionCode1
R^2-Net: Relation of Relation Learning Network for Sentence Semantic Matching—0
CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation IdentificationCode0
DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic DialoguesCode1
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
Few-Shot Text Classification with Edge-Labeling Graph Neural Network-Based Prototypical Network—0
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification—0
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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