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 151175 of 445 papers

TitleStatusHype
False Positive and Cross-relation Signals in Distant Supervision DataCode0
Enriching Pre-trained Language Model with Entity Information for Relation ClassificationCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue SystemsCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
Discourse Relations Classification and Cross-Framework Discourse Relation Classification Through the Lens of Cognitive Dimensions: An Empirical Investigation0
Discourse Relation Prediction: Revisiting Word Pairs with Convolutional Networks0
Biomedical Relation Classification by single and multiple source domain adaptation0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Bidirectional Long Short-Term Memory Networks for Relation Classification0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
Dependency Based Embeddings for Sentence Classification Tasks0
Dense Event Ordering with a Multi-Pass Architecture0
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification0
Semantic Relations and Deep Learning0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs0
CVAE-based Re-anchoring for Implicit Discourse Relation Classification0
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search0
A Dependency-Based Neural Network for Relation Classification0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification0
Customized Attention Mechanism for Relation Classification0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
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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