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 121–130 of 2974 papers

Title	Date	Tasks	Status	Hype
Transformers for Complex Query Answering over Knowledge Hypergraphs	Apr 23, 2025	Complex Query AnsweringKnowledge Graphs	—Unverified	0
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents	Apr 22, 2025	Knowledge GraphsMinecraft	CodeCode Available	2
KGMEL: Knowledge Graph-Enhanced Multimodal Entity Linking	Apr 21, 2025	Entity LinkingKnowledge Graphs	CodeCode Available	1
Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance	Apr 20, 2025	Knowledge Graphsparameter-efficient fine-tuning	—Unverified	0
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models	Apr 20, 2025	Conversational RecommendationExplainable Recommendation	—Unverified	0
Context-Awareness and Interpretability of Rare Occurrences for Discovery and Formalization of Critical Failure Modes	Apr 18, 2025	Knowledge GraphsLogical Reasoning	—Unverified	0
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models	Apr 18, 2025	Knowledge GraphsRAG	—Unverified	0
Multi-modal Knowledge Graph Generation with Semantics-enriched Prompts	Apr 18, 2025	Graph GenerationKnowledge Graphs	—Unverified	0
Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge	Apr 17, 2025	Knowledge GraphsLanguage Modeling	—Unverified	0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study	Apr 16, 2025	Knowledge GraphsQuestion Answering	—Unverified	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