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 76100 of 445 papers

TitleStatusHype
An Analysis of Sentential Neighbors in Implicit Discourse Relation Prediction0
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification0
Composite Semantic Relation Classification0
A Marker-based Neural Network System for Extracting Social Determinants of Health0
Semantic Relations and Deep Learning0
AmalREC: A Dataset for Relation Extraction and Classification Leveraging Amalgamation of Large Language Models0
A Constituent-Based Approach to Argument Labeling with Joint Inference in Discourse Parsing0
Dense Event Ordering with a Multi-Pass Architecture0
Dependency Based Embeddings for Sentence Classification Tasks0
Discourse Relation Prediction: Revisiting Word Pairs with Convolutional Networks0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods0
Combining Recurrent and Convolutional Neural Networks for Relation Classification0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification0
A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models0
Combining Lexical and Spatial Knowledge to Predict Spatial Relations between Objects in Images0
Assessing the Difficulty of Classifying ConceptNet Relations in a Multi-Label Classification Setting0
Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text0
Combining Word Patterns and Discourse Markers for Paradigmatic Relation Classification0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks0
A Data Bootstrapping Recipe for Low Resource Multilingual Relation Classification0
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling0
Comparing Word Representations for Implicit Discourse Relation Classification0
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification0
Assessing Open-Source Large Language Models on Argumentation Mining Subtasks0
ACNLP at SemEval-2020 Task 6: A Supervised Approach for Definition Extraction0
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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