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

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Showing 351–400 of 445 papers

TitleStatusHype
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation ExtractionCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue SystemsCode0
False Positive and Cross-relation Signals in Distant Supervision DataCode0
Borrowing Human Senses: Comment-Aware Self-Training for Social Media Multimodal ClassificationCode0
Multi-Level Matching and Aggregation Network for Few-Shot Relation ClassificationCode0
Do Models Learn the Directionality of Relations? A New Evaluation: Relation Direction RecognitionCode0
GDTB: Genre Diverse Data for English Shallow Discourse Parsing across Modalities, Text Types, and DomainsCode0
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERTCode0
Using active learning to expand training data for implicit discourse relation recognitionCode0
Extracting Temporal Event Relation with Syntax-guided Graph TransformerCode0
Extracting Protein-Protein Interactions (PPIs) from Biomedical Literature using Attention-based Relational Context InformationCode0
Revisiting neural relation classification in clinical notes with external informationCode0
Multiple Relations Classification using Imbalanced Predictions AdaptationCode0
Distant Supervision for Relation Extraction with Matrix CompletionCode0
Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionCode0
Explaining Relation Classification Models with Semantic ExtentsCode0
GU IRLAB at SemEval-2018 Task 7: Tree-LSTMs for Scientific Relation ClassificationCode0
Mutually Guided Few-shot Learning for Relational Triple ExtractionCode0
Collocation Classification with Unsupervised Relation VectorsCode0
Think Globally, Embed Locally --- Locally Linear Meta-embedding of WordsCode0
How about Time? Probing a Multilingual Language Model for Temporal RelationsCode0
Experiments with Three Approaches to Recognizing Lexical EntailmentCode0
Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification?Code0
Classifying Relations by Ranking with Convolutional Neural NetworksCode0
Leveraging Codebook Knowledge with NLI and ChatGPT for Zero-Shot Political Relation ClassificationCode0
NLPContributions: An Annotation Scheme for Machine Reading of Scholarly Contributions in Natural Language Processing LiteratureCode0
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
Improved Relation Extraction with Feature-Rich Compositional Embedding ModelsCode0
Towards a More Generalized Approach in Open Relation ExtractionCode0
CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic RelationsCode0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational SearchingCode0
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social MediaCode0
Zero-shot Relation Classification from Side InformationCode0
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
One-shot to Weakly-Supervised Relation Classification using Language ModelsCode0
On the Compositionality and Semantic Interpretation of English Noun CompoundsCode0
Towards Rehearsal-Free Continual Relation Extraction: Capturing Within-Task Variance with Adaptive PromptingCode0
ERNIE: Enhanced Language Representation with Informative EntitiesCode0
DiscoGeM: A Crowdsourced Corpus of Genre-Mixed Implicit Discourse RelationsCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
On the Relation between Syntactic Divergence and Zero-Shot PerformanceCode0
On the use of Silver Standard Data for Zero-shot Classification Tasks in Information ExtractionCode0
OPI at SemEval-2022 Task 10: Transformer-based Sequence Tagging with Relation Classification for Structured Sentiment AnalysisCode0
A Latent Variable Recurrent Neural Network for Discourse Relation Language ModelsCode0
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Word-Level Loss Extensions for Neural Temporal Relation ClassificationCode0
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All datasetsTACREDSemEval-2010 Task-8FewRelAbstRCT - NeoplasmCDCPDiscoveryDRI CorpusMATRES

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