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 76–100 of 445 papers

TitleStatusHype
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Comparative Analysis of AI Agent Architectures for Entity Relationship ClassificationCode0
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational SearchingCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
Learning Semantically and Additively Compositional Distributional RepresentationsCode0
Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionCode0
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and DomainsCode0
GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation ClassificationCode0
Collocation Classification with Unsupervised Relation VectorsCode0
From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue SystemsCode0
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic RelationsCode0
A Latent Variable Recurrent Neural Network for Discourse Relation Language ModelsCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
How about Time? Probing a Multilingual Language Model for Temporal RelationsCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation IdentificationCode0
CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation PredictionCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
False Positive and Cross-relation Signals in Distant Supervision DataCode0
Explaining Relation Classification Models with Semantic ExtentsCode0
Composing Distributed Representations of Relational PatternsCode0
Experiments with Three Approaches to Recognizing Lexical EntailmentCode0
Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context InformationCode0
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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