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 251–260 of 2974 papers

Title	Date	Tasks	Status	Hype
A Video-grounded Dialogue Dataset and Metric for Event-driven Activities	Jan 30, 2025	Knowledge GraphsResponse Generation	CodeCode Available	0
Semantic Web and Creative AI -- A Technical Report from ISWS 2023	Jan 30, 2025	Knowledge GraphsPrompt Engineering	—Unverified	0
Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models	Jan 30, 2025	Instruction FollowingKnowledge Graphs	—Unverified	0
Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models	Jan 29, 2025	Knowledge GraphsLanguage Modeling	—Unverified	0
Raiders of the Lost Dependency: Fixing Dependency Conflicts in Python using LLMs	Jan 27, 2025	Knowledge GraphsRAG	—Unverified	0
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs	Jan 27, 2025	Decision MakingKnowledge Graphs	CodeCode Available	1
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback	Jan 26, 2025	Knowledge GraphsQuestion Answering	—Unverified	0
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts	Jan 26, 2025	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph Completion	Jan 26, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMs	Jan 24, 2025	Knowledge GraphsMedical Question Answering	CodeCode Available	0

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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