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 1841–1850 of 2974 papers

Title	Date	Tasks	Status
Roof-BERT: Divide Understanding Labour and Join in Work	Jan 16, 2022	Knowledge GraphsReading Comprehension	—Unverified
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space	Oct 1, 2022	Computational EfficiencyGraph Embedding	—Unverified
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs	May 15, 2025	Knowledge GraphsNatural Language Queries	—Unverified
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion	Sep 30, 2020	Graph EmbeddingKnowledge Graph Completion	—Unverified
RTF: Region-based Table Filling Method for Relational Triple Extraction	Apr 29, 2024	Boundary DetectionKnowledge Graphs	—Unverified
Rule-Guided Joint Embedding Learning over Knowledge Graphs	Dec 1, 2023	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Rule Mining over Knowledge Graphs via Reinforcement Learning	Feb 21, 2022	Knowledge Graphsreinforcement-learning	—Unverified
Rx Strategist: Prescription Verification using LLM Agents System	Sep 5, 2024	Information RetrievalKnowledge Graphs	—Unverified
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graphs	Sep 22, 2024	Knowledge Graphs	—Unverified
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation	Oct 16, 2017	Graph EmbeddingKnowledge Graph Embedding	—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