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 126150 of 445 papers

TitleStatusHype
Discourse Relations Classification and Cross-Framework Discourse Relation Classification Through the Lens of Cognitive Dimensions: An Empirical Investigation0
Classifying Temporal Relations with Simple Features0
A Single Attention-Based Combination of CNN and RNN for Relation Classification0
Classifying Temporal Relations with Rich Linguistic Knowledge0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths0
A Side-by-side Comparison of Transformers for English Implicit Discourse Relation Classification0
A Joint Framework for Argumentative Text Analysis Incorporating Domain Knowledge0
Evaluating BERT-based Scientific Relation Classifiers for Scholarly Knowledge Graph Construction on Digital Library Collections0
Exploiting Timegraphs in Temporal Relation Classification0
Classifying Semantic Clause Types: Modeling Context and Genre Characteristics with Recurrent Neural Networks and Attention0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths0
A Sequential Model for Classifying Temporal Relations between Intra-Sentence Events0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path0
A Semantic-Based Approach to Noun-Noun Compound Interpretation0
A Global-Local Attention Mechanism for Relation Classification0
About Evaluation of F1 Score for RECENT Relation Extraction System0
Classifying medical relations in clinical text via convolutional neural networks0
Enhanced Protein-Protein Interactions Extraction from the Literature using Entity Type- and Position-aware Representation0
Classifying Lexical-semantic Relationships by Exploiting Sense/Concept Representations0
ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks0
Argument Relation Classification Using a Joint Inference Model0
Classification de relations pour l'intelligence \'economique et concurrentielle (Relation Classification for Competitive and Economic Intelligence )0
Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs0
Adapting BERT to Implicit Discourse Relation Classification with a Focus on Discourse Connectives0
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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