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 276300 of 445 papers

TitleStatusHype
Zero-shot Relation Classification as Textual Entailment0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
Revisiting neural relation classification in clinical notes with external informationCode0
Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain0
Large-scale Exploration of Neural Relation Classification ArchitecturesCode0
Using active learning to expand training data for implicit discourse relation recognitionCode0
Graph Convolution over Pruned Dependency Trees Improves Relation ExtractionCode0
Crowdsourcing Semantic Label Propagation in Relation ClassificationCode0
Acquiring Annotated Data with Cross-lingual Explicitation for Implicit Discourse Relation Classification0
Scientific Relation Extraction with Selectively Incorporated Concept Embeddings0
Word-Level Loss Extensions for Neural Temporal Relation ClassificationCode0
LISA: Explaining Recurrent Neural Network Judgments via Layer-wIse Semantic Accumulation and Example to Pattern Transformation0
Neural Relation Classification with Text Descriptions0
Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences0
A Knowledge-Augmented Neural Network Model for Implicit Discourse Relation Classification0
Adversarial Feature Adaptation for Cross-lingual Relation ClassificationCode0
Exploratory Neural Relation Classification for Domain Knowledge Acquisition0
Convolutional Gated Recurrent Units for Medical Relation ClassificationCode0
Semantic Relation Classification: Task Formalisation and Refinement0
Talla at SemEval-2018 Task 7: Hybrid Loss Optimization for Relation Classification using Convolutional Neural Networks0
NTNU at SemEval-2018 Task 7: Classifier Ensembling for Semantic Relation Identification and Classification in Scientific Papers0
ClaiRE at SemEval-2018 Task 7: Classification of Relations using Embeddings0
Olive Oil is Made Olives, Baby Oil is Made Babies: Interpreting Noun Compounds Using Paraphrases in a Neural Model0
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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