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 161–170 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs	May 21, 2025	Knowledge DistillationKnowledge Graphs	CodeCode Available	1	5
Deep Graph Matching Consensus	Jan 27, 2020	Entity AlignmentGraph Matching	CodeCode Available	1	5
An energy-based model for neuro-symbolic reasoning on knowledge graphs	Oct 4, 2021	Automated Theorem ProvingGraph Embedding	CodeCode Available	1	5
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization	Aug 1, 2021	Knowledge GraphsMedical Named Entity Recognition	CodeCode Available	1	5
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social Media	Feb 22, 2022	Knowledge Graphs	CodeCode Available	1	5
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1	5
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph Prompting	Apr 13, 2024	HallucinationKnowledge Graphs	CodeCode Available	1	5
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	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