SOTAVerified|Agents Browse Leaderboard About

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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 81–90 of 445 papers

Title	Date	Tasks	Status	Hype	Score
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available	0	5
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction	Jun 19, 2019	Common Sense ReasoningLanguage Modelling	CodeCode Available	0	5
From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue Systems	Jul 1, 2021	Relation Classification	CodeCode Available	0	5
Collocation Classification with Unsupervised Relation Vectors	Jul 1, 2019	ClassificationGeneral Classification	CodeCode Available	0	5
CollFrEn: Rich Bilingual English–French Collocation Resource	Dec 1, 2020	Machine TranslationRelation Classification	CodeCode Available	0	5
CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic Relations	Oct 27, 2016	ClassificationGeneral Classification	CodeCode Available	0	5
A Latent Variable Recurrent Neural Network for Discourse Relation Language Models	Mar 7, 2016	ClassificationDialog Act Classification	CodeCode Available	0	5
CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification	Dec 12, 2020	Hypernym DiscoveryLanguage Modeling	CodeCode Available	0	5
False Positive and Cross-relation Signals in Distant Supervision Data	Nov 14, 2017	General ClassificationRelation	CodeCode Available	0	5
CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation Prediction	Dec 14, 2021	Hypernym DiscoveryRelation	CodeCode Available	0	5

Show:10 25 50

← PrevPage 9 of 45Next →

All datasets TACRED SemEval-2010 Task-8 FewRel AbstRCT - Neoplasm CDCP Discovery DRI Corpus MATRES

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DeepEx (zero-shot top-10)	F1	76.4	—	Unverified
2	DeepStruct multi-task	F1	74.9	—	Unverified
3	LUKE 483M	F1	72.7	—	Unverified
4	K-Adapter	F1	72	—	Unverified
5	KnowBERT	F1	71.5	—	Unverified
6	MTB Baldini Soares et al. (2019)	F1	71.5	—	Unverified
7	RoBERTa	F1	71.3	—	Unverified
8	SpanBERT	F1	70.8	—	Unverified
9	ERNIE	F1	68	—	Unverified
10	ERNIE	F1	67.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRCNN	F1	86.3	—	Unverified
2	DRNNs	F1	86.1	—	Unverified
3	depLCNN + NS	F1	85.6	—	Unverified
4	SDP-LSTM	F1	83.7	—	Unverified
5	DepNN	F1	83.6	—	Unverified
6	MVRNN	F1	82.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task w/ finetune	F1 (10-way 1-shot)	97.8	—	Unverified
2	DeepEx (zero-shot top-10)	F1	92.9	—	Unverified
3	DeepStruct multi-task	F1 (10-way 1-shot)	92.2	—	Unverified
4	Deepstruct zero-shot	F1 (10-way 1-shot)	67.6	—	Unverified
5	DeepEx (zero-shot top-1)	F1	48.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttArg	Macro F1	70.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttArg	Macro F1	42.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT	1:1 Accuracy	20.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttArg	Macro F1	37.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SCS-EERE	F1	0.83	—	Unverified