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 251275 of 445 papers

TitleStatusHype
Talla at SemEval-2018 Task 7: Hybrid Loss Optimization for Relation Classification using Convolutional Neural Networks0
Task-Oriented Learning of Word Embeddings for Semantic Relation Classification0
TDDiscourse: A Dataset for Discourse-Level Temporal Ordering of Events0
TDRE: A Tensor Decomposition Based Approach for Relation Extraction0
Temporal Event Knowledge Acquisition via Identifying Narratives0
Temporal Relation Classification Based on Temporal Reasoning0
Temporal Relation Classification in Persian and English contexts0
Temporal Relation Classification using a Model of Tense and Aspect0
Texterra at SemEval-2018 Task 7: Exploiting Syntactic Information for Relation Extraction and Classification in Scientific Papers0
The DCU Discourse Parser for Connective, Argument Identification and Explicit Sense Classification0
The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis0
The DISRPT 2021 Shared Task on Elementary Discourse Unit Segmentation, Connective Detection, and Relation Classification0
The UWNLP system at SemEval-2018 Task 7: Neural Relation Extraction Model with Selectively Incorporated Concept Embeddings0
TIMERS: Document-level Temporal Relation Extraction0
Towards Incorporating Entity-specific Knowledge Graph Information in Predicting Drug-Drug Interactions0
Towards the Data-driven System for Rhetorical Parsing of Russian Texts0
TTI-COIN at SemEval-2017 Task 10: Investigating Embeddings for End-to-End Relation Extraction from Scientific Papers0
Type-aware Convolutional Neural Networks for Slot Filling0
UC3M-NII Team at SemEval-2018 Task 7: Semantic Relation Classification in Scientific Papers via Convolutional Neural Network0
UniMa at SemEval-2018 Task 7: Semantic Relation Extraction and Classification from Scientific Publications0
UNITOR-HMM-TK: Structured Kernel-based learning for Spatial Role Labeling0
Unsupervised Adversarial Domain Adaptation for Implicit Discourse Relation Classification0
Using a Penalty-based Loss Re-estimation Method to Improve Implicit Discourse Relation Classification0
Using Explicit Discourse Connectives in Translation for Implicit Discourse Relation Classification0
UTTime: Temporal Relation Classification using Deep Syntactic Features0
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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