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 811–820 of 2974 papers

Title	Date	Tasks	Status
SymAgent: A Neural-Symbolic Self-Learning Agent Framework for Complex Reasoning over Knowledge Graphs	Feb 5, 2025	Knowledge GraphsLogical Reasoning	—Unverified
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs	Feb 4, 2025	Formal LogicKnowledge Graphs	—Unverified
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge Refinement	Feb 4, 2025	Knowledge Graphs	CodeCode Available
On Bob Dylan: A Computational Perspective	Feb 3, 2025	Knowledge GraphsLarge Language Model	—Unverified
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings	Jan 31, 2025	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available
Semantic Web and Creative AI -- A Technical Report from ISWS 2023	Jan 30, 2025	Knowledge GraphsPrompt Engineering	—Unverified
A Video-grounded Dialogue Dataset and Metric for Event-driven Activities	Jan 30, 2025	Knowledge GraphsResponse Generation	CodeCode Available
Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models	Jan 30, 2025	Instruction FollowingKnowledge Graphs	—Unverified
Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models	Jan 29, 2025	Knowledge GraphsLanguage Modeling	—Unverified
Raiders of the Lost Dependency: Fixing Dependency Conflicts in Python using LLMs	Jan 27, 2025	Knowledge GraphsRAG	—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