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
A Semantic-Based Approach to Noun-Noun Compound Interpretation0
A Global-Local Attention Mechanism for Relation Classification0
Ensemble-Based Medical Relation Classification0
Entity Enhancement for Implicit Discourse Relation Classification in the Biomedical Domain0
Entity Recognition and Relation Extraction from Scientific and Technical Texts in Russian0
Entity Relative Position Representation based Multi-head Selection for Joint Entity and Relation Extraction0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks0
EPPAC: Entity Pre-typing Relation Classification with Prompt AnswerCentralizing0
ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths0
Errata: Distant Supervision for Relation Extraction with Matrix Completion0
ETH-DS3Lab at SemEval-2018 Task 7: Effectively Combining Recurrent and Convolutional Neural Networks for Relation Classification and Extraction0
Evaluating BERT-based Scientific Relation Classifiers for Scholarly Knowledge Graph Construction on Digital Library Collections0
Evaluating Distributional Models of Semantics for Syntactically Invariant Inference0
Enhanced Protein-Protein Interactions Extraction from the Literature using Entity Type- and Position-aware Representation0
A Single Attention-Based Combination of CNN and RNN for Relation Classification0
Classifying Lexical-semantic Relationships by Exploiting Sense/Concept Representations0
Exploiting Noisy Data in Distant Supervision Relation Classification0
ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification0
Exploratory Neural Relation Classification for Domain Knowledge Acquisition0
From Learning-to-Match to Learning-to-Discriminate:Global Prototype Learning for Few-shot Relation Classification0
Extracting Drug-Drug Interactions with Attention CNNs0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification0
Argument Relation Classification Using a Joint Inference Model0
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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