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 351375 of 445 papers

TitleStatusHype
On the Need of Cross Validation for Discourse Relation Classification0
Neural Temporal Relation Extraction0
Adversarial Connective-exploiting Networks for Implicit Discourse Relation Classification0
A Joint Framework for Argumentative Text Analysis Incorporating Domain Knowledge0
Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural Network0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
Semantic Relation Classification via Hierarchical Recurrent Neural Network with Attention0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
On the contribution of word embeddings to temporal relation classification0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
Relation Extraction with Multi-instance Multi-label Convolutional Neural Networks0
Joint Representation Learning of Text and Knowledge for Knowledge Graph Completion0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification0
A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification0
CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic RelationsCode0
Stochastic Learning of Multi-Instance Dictionary for Earth Mover's Distance based Histogram Comparison0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Context-aware Argumentative Relation Mining0
Discourse Relation Sense Classification Systems for CoNLL-2016 Shared Task0
Combining Lexical and Spatial Knowledge to Predict Spatial Relations between Objects in Images0
Which argument is more convincing? Analyzing and predicting convincingness of Web arguments using bidirectional LSTM0
On the Compositionality and Semantic Interpretation of English Noun CompoundsCode0
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Benchmark Results

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