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 1031–1040 of 2974 papers

Title	Date	Tasks	Status
Do as I can, not as I get	Jun 17, 2023	Knowledge GraphsMulti-modal Knowledge Graph	—Unverified
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts	Oct 26, 2022	Contrastive LearningEntity Linking	—Unverified
DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding	Dec 2, 2021	Knowledge GraphsKnowledge Probing	—Unverified
Anomaly Detection and Classification in Knowledge Graphs	Dec 6, 2024	Anomaly DetectionClassification	—Unverified
Aligning Multiple Knowledge Graphs in a Single Pass	Aug 1, 2024	Entity AlignmentKnowledge Graphs	—Unverified
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text	Oct 31, 2023	Information RetrievalKnowledge Graphs	—Unverified
Accelerating Road Sign Ground Truth Construction with Knowledge Graph and Machine Learning	Dec 4, 2020	BIG-bench Machine LearningKnowledge Graphs	—Unverified
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning	Nov 1, 2019	Imitation LearningKnowledge Graphs	—Unverified
Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning	May 20, 2025	Attributegraph partitioning	—Unverified
CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs	Aug 6, 2024	Explainable RecommendationGraph Neural Network	—Unverified

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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