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 401445 of 445 papers

TitleStatusHype
Spectral Semi-Supervised Discourse Relation Classification0
Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling0
Relation Extraction: Perspective from Convolutional Neural Networks0
BluLab: Temporal Information Extraction for the 2015 Clinical TempEval Challenge0
SpRL-CWW: Spatial Relation Classification with Independent Multi-class Models0
Improved Relation Extraction with Feature-Rich Compositional Embedding ModelsCode0
Hands-on Learning to Search for Structured Prediction0
Chain Based RNN for Relation Classification0
Improving the Inference of Implicit Discourse Relations via Classifying Explicit Discourse Connectives0
Embedding Semantic Relations into Word Representations0
Classifying Relations by Ranking with Convolutional Neural NetworksCode0
Task-Oriented Learning of Word Embeddings for Semantic Relation Classification0
Errata: Distant Supervision for Relation Extraction with Matrix Completion0
Exploiting Timegraphs in Temporal Relation Classification0
A Constituent-Based Approach to Argument Labeling with Joint Inference in Discourse Parsing0
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system0
Inducing Latent Semantic Relations for Structured Distributional Semantics0
Relation Classification via Convolutional Deep Neural NetworkCode0
Ensemble-Based Medical Relation Classification0
Distant Supervision for Relation Extraction with Matrix CompletionCode0
Combining Word Patterns and Discourse Markers for Paradigmatic Relation Classification0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns0
Distributional Lexical Entailment by Topic Coherence0
Classifying Temporal Relations with Simple Features0
Experiments with Three Approaches to Recognizing Lexical EntailmentCode0
Dense Event Ordering with a Multi-Pass Architecture0
A Semantic-Based Approach to Noun-Noun Compound Interpretation0
Simple Customization of Recursive Neural Networks for Semantic Relation Classification0
Temporal Relation Classification in Persian and English contexts0
``Not not bad'' is not ``bad'': A distributional account of negation0
Investigation of annotator's behaviour using eye-tracking data0
SemEval-2013 Task 1: TempEval-3: Evaluating Time Expressions, Events, and Temporal Relations0
ClearTK-TimeML: A minimalist approach to TempEval 20130
UTTime: Temporal Relation Classification using Deep Syntactic Features0
UNITOR-HMM-TK: Structured Kernel-based learning for Spatial Role Labeling0
Classifying Temporal Relations with Rich Linguistic Knowledge0
Subgraph-based Classification of Explicit and Implicit Discourse Relations0
Temporal Relation Classification Based on Temporal Reasoning0
Relation Classification using Entity Sequence Kernels0
Improved Temporal Relation Classification using Dependency Parses and Selective Crowdsourced Annotations0
Semantic Compositionality through Recursive Matrix-Vector Spaces0
SemEval-2012 Task 2: Measuring Degrees of Relational Similarity0
Aspectual Type and Temporal Relation Classification0
Evaluating Distributional Models of Semantics for Syntactically Invariant Inference0
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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