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 1001–1010 of 2974 papers

Title	Date	Tasks	Status
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs	Aug 17, 2021	Knowledge GraphsQuestion Answering	—Unverified
Fair comparison of knowledge graphs for question answering	Nov 16, 2021	Knowledge GraphsQuestion Answering	—Unverified
Fairness-Aware Explainable Recommendation over Knowledge Graphs	Jun 3, 2020	Collaborative FilteringDecision Making	—Unverified
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering	Oct 7, 2023	Knowledge GraphsQuestion Answering	—Unverified
Do Larger Language Models Imply Better Reasoning? A Pretraining Scaling Law for Reasoning	Apr 4, 2025	Knowledge GraphsMemorization	—Unverified
Do KG-augmented Models Leverage Knowledge as Humans Do?	Jan 17, 2022	Knowledge GraphsQuestion Answering	—Unverified
An Online Question Answering System based on Sub-graph Searching	Jul 29, 2021	Answer GenerationKnowledge Graphs	—Unverified
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation	Oct 11, 2024	Knowledge GraphsResponse Generation	—Unverified
Complexity of Arithmetic in Warded Datalog+-	Feb 10, 2022	DescriptiveKnowledge Graphs	—Unverified
Binarized Canonical Polyadic Decomposition for Knowledge Graph Completion	Dec 4, 2019	Knowledge Graph CompletionKnowledge Graphs	—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