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 401–425 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Embedding Logical Queries on Knowledge Graphs	Jun 5, 2018	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
LowFER: Low-rank Bilinear Pooling for Link Prediction	Aug 25, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning	Jun 23, 2020	Knowledge GraphsMulti-Task Learning	CodeCode Available	1	5
MedPix 2.0: A Comprehensive Multimodal Biomedical Data set for Advanced AI Applications	Jul 3, 2024	Knowledge GraphsRAG	CodeCode Available	1	5
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction	Sep 30, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Message Passing for Hyper-Relational Knowledge Graphs	Sep 22, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Generating Knowledge Graphs by Employing Natural Language Processing and Machine Learning Techniques within the Scholarly Domain	Oct 28, 2020	BIG-bench Machine LearningKnowledge Graphs	CodeCode Available	1	5
Enhancing High-order Interaction Awareness in LLM-based Recommender Model	Sep 30, 2024	Knowledge GraphsReranking	CodeCode Available	1	5
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval	Feb 3, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	1	5
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable Recommendation	Oct 29, 2020	Explainable RecommendationKnowledge Graphs	CodeCode Available	1	5
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational Representations	Jun 5, 2021	Knowledge GraphsTaxonomy Expansion	CodeCode Available	1	5
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion	Feb 25, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction	Mar 1, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-Enhancement	Dec 18, 2024	FormKnowledge Graphs	CodeCode Available	1	5
Modeling Worlds in Text	Jun 17, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1	5
Can LLMs be Good Graph Judge for Knowledge Graph Construction?	Nov 26, 2024	Denoisinggraph construction	CodeCode Available	1	5
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding	Feb 3, 2023	Entity EmbeddingsGraph Embedding	CodeCode Available	1	5
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders	May 27, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	1	5
Knowledge Embedding Based Graph Convolutional Network	Jun 12, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph	Feb 3, 2020	Entity AlignmentEntity Embeddings	CodeCode Available	1	5
μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications	Jul 23, 2022	Entity AlignmentEntity Typing	CodeCode Available	1	5
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs	Apr 1, 2024	Knowledge Graphs	CodeCode Available	1	5
Fuzzy Logic Based Logical Query Answering on Knowledge Graphs	Aug 5, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization	May 14, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5

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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