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 621–630 of 2974 papers

Title	Date	Tasks	Status
Easy Semantification of Bioassays	Nov 30, 2021	ClusteringData Integration	—Unverified
Combining pre-trained language models and structured knowledge	Jan 28, 2021	Knowledge Graphs	—Unverified
A Continual Relation Extraction Approach for Knowledge Graph Completeness	Apr 20, 2024	Continual Relation ExtractionKnowledge Graphs	—Unverified
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation	Dec 5, 2019	Data AugmentationKnowledge Graphs	—Unverified
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs	Oct 27, 2024	Entity AlignmentKnowledge Graphs	—Unverified
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering	Sep 6, 2024	HallucinationKnowledge Graphs	—Unverified
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse	Dec 10, 2024	ChatbotDecision Making	—Unverified
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion	Jan 16, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Combining Knowledge Graphs and Large Language Models	Jul 9, 2024	Knowledge GraphsText Generation	—Unverified
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering	Jan 22, 2025	Knowledge GraphsQuestion Answering	—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