Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2301–2325 of 2974 papers

Title	Date	Tasks	Status
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Apr 8, 2022	ArticlesKnowledge Graphs	CodeCode Available
OpenKE: An Open Toolkit for Knowledge Embedding	Nov 1, 2018	Information RetrievalKnowledge Graphs	CodeCode Available
KBGAN: Adversarial Learning for Knowledge Graph Embeddings	Nov 11, 2017	Graph EmbeddingKnowledge Base Completion	CodeCode Available
CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework	Dec 21, 2024	Knowledge GraphsRelation	CodeCode Available
Open-Set Knowledge-Based Visual Question Answering with Inference Paths	Oct 12, 2023	Knowledge GraphsMulti-class Classification	CodeCode Available
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Open-World Knowledge Graph Completion	Nov 9, 2017	Entity LinkingKnowledge Graph Completion	CodeCode Available
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available
Uncovering the Semantics of Wikipedia Categories	Jun 28, 2019	Entity DisambiguationKnowledge Graphs	CodeCode Available
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction	Apr 4, 2025	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available
Uncovering Values: Detecting Latent Moral Content from Natural Language with Explainable and Non-Trained Methods	May 1, 2022	Knowledge GraphsNatural Language Inference	CodeCode Available
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse Relations	Dec 31, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available
Understanding Adverse Biological Effect Predictions Using Knowledge Graphs	Oct 28, 2022	Knowledge GraphsPrediction	CodeCode Available
Orometric Methods in Bounded Metric Data	Jul 22, 2019	Knowledge Graphs	CodeCode Available
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge Graphs	Jun 5, 2023	Entity AlignmentKnowledge Distillation	CodeCode Available
OTIEA:Ontology-enhanced Triple Intrinsic-Correlation for Cross-lingual Entity Alignment	May 2, 2023	DecoderEntity Alignment	CodeCode Available
EL Embeddings: Geometric construction of models for the Description Logic EL ++	Feb 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
ELDEN: Improved Entity Linking Using Densified Knowledge Graphs	Jun 1, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available
Towards Learning Instantiated Logical Rules from Knowledge Graphs	Mar 13, 2020	Inductive knowledge graph completionKnowledge Graph Completion	CodeCode Available
Shrinking Embeddings for Hyper-Relational Knowledge Graphs	Jun 3, 2023	Knowledge GraphsLink Prediction	CodeCode Available

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified