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 1021–1030 of 2974 papers

Title	Date	Tasks	Status
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion?	Nov 15, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information	Nov 15, 2022	Inductive LearningKnowledge Graph Completion	—Unverified
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs	Sep 4, 2019	Computational EfficiencyGraph Embedding	—Unverified
Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods	Jul 1, 2022	Knowledge GraphsMemorization	—Unverified
Billion-scale Pre-trained E-commerce Product Knowledge Graph Model	May 2, 2021	Knowledge Graphs	—Unverified
Graph-Based Re-ranking: Emerging Techniques, Limitations, and Opportunities	Mar 19, 2025	Document RankingGraph Learning	—Unverified
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking	Feb 23, 2025	Fact CheckingKnowledge Graphs	—Unverified
Graph Machine Learning in the Era of Large Language Models (LLMs)	Apr 23, 2024	Few-Shot LearningKnowledge Graphs	—Unverified
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

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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