Knowledge Base Population

Knowledge base population is the task of filling the incomplete elements of a given knowledge base by automatically processing a large corpus of text.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 140 papers

Title	Date	Tasks	Status	Hype	Score
Deep Neural Networks for Relation Extraction	Apr 5, 2021	DecoderJoint Entity and Relation Extraction	CodeCode Available	1	5
Information Extraction of Clinical Trial Eligibility Criteria	Jun 12, 2020	ClusteringDiversity	CodeCode Available	1	5
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument Extraction	May 30, 2022	Event Argument ExtractionKnowledge Base Population	CodeCode Available	1	5
Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset	Sep 16, 2021	BenchmarkingKnowledge Base Population	CodeCode Available	1	5
PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population	Oct 14, 2022	Domain GeneralizationKnowledge Base Population	CodeCode Available	1	5
CKBP v2: Better Annotation and Reasoning for Commonsense Knowledge Base Population	Apr 20, 2023	Knowledge Base PopulationQuestion Answering	CodeCode Available	1	5
Zero-shot Slot Filling with DPR and RAG	Apr 17, 2021	Knowledge Base PopulationKnowledge Graphs	CodeCode Available	1	5
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument Extraction	Jul 1, 2022	Event Argument ExtractionKnowledge Base Population	CodeCode Available	1	5
Adversarial Feature Adaptation for Cross-lingual Relation Classification	Aug 1, 2018	ClassificationDomain Adaptation	CodeCode Available	0	5
Knowledge Base Completion: Baseline strikes back (Again)	May 2, 2020	AllKnowledge Base Completion	CodeCode Available	0	5
KnowledgeNet: A Benchmark Dataset for Knowledge Base Population	Nov 1, 2019	Entity LinkingKnowledge Base Population	CodeCode Available	0	5
Knowledge-Guided Linguistic Rewrites for Inference Rule Verification	Jun 1, 2016	Knowledge Base CompletionKnowledge Base Population	CodeCode Available	0	5
SemEval 2017 Task 10: ScienceIE - Extracting Keyphrases and Relations from Scientific Publications	Apr 10, 2017	Knowledge Base Population	CodeCode Available	0	5
Position-aware Attention and Supervised Data Improve Slot Filling	Sep 1, 2017	FormKnowledge Base Population	CodeCode Available	0	5
Expanding the Vocabulary of BERT for Knowledge Base Construction	Oct 12, 2023	Knowledge Base ConstructionKnowledge Base Population	CodeCode Available	0	5
A Dataset for Web-Scale Knowledge Base Population	Jun 3, 2018	BenchmarkingKnowledge Base Population	CodeCode Available	0	5
Framing Named Entity Linking Error Types	May 1, 2018	Entity LinkingKnowledge Base Population	CodeCode Available	0	5
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available	0	5
DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population	Jan 10, 2022	AttributeAttribute Extraction	CodeCode Available	0	5
Discovering Implicit Knowledge with Unary Relations	Jul 1, 2018	Deep LearningKnowledge Base Population	CodeCode Available	0	5
BEEDS: Large-Scale Biomedical Event Extraction using Distant Supervision and Question Answering	May 1, 2022	Event ExtractionKnowledge Base Population	CodeCode Available	0	5
Entity Disambiguation with Web Links	Jan 1, 2015	Entity DisambiguationEntity Linking	CodeCode Available	0	5
Biomedical Event Extraction as Multi-turn Question Answering	Nov 1, 2020	Event ExtractionKnowledge Base Population	CodeCode Available	0	5
Joint Matrix-Tensor Factorization for Knowledge Base Inference	Jun 2, 2017	Knowledge Base CompletionKnowledge Base Population	CodeCode Available	0	5
Improving Named Entity Recognition by Jointly Learning to Disambiguate Morphological Tags	Aug 1, 2018	Entity LinkingKnowledge Base Population	CodeCode Available	0	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	VE-BERT	F1	0.36	—	Unverified