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 426445 of 445 papers

TitleStatusHype
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
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