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 2351–2360 of 2974 papers

Title	Date	Tasks	Status
Path Ranking with Attention to Type Hierarchies	May 26, 2019	Knowledge Base CompletionKnowledge Graphs	CodeCode Available
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and Filtering	May 19, 2025	Knowledge GraphsRAG	CodeCode Available
EEE-QA: Exploring Effective and Efficient Question-Answer Representations	Mar 4, 2024	Knowledge GraphsQuestion Answering	CodeCode Available
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs	May 16, 2017	Entity EmbeddingsKnowledge Graphs	CodeCode Available
Paths to Causality: Finding Informative Subgraphs Within Knowledge Graphs for Knowledge-Based Causal Discovery	Jun 10, 2025	Causal DiscoveryCausal Inference	CodeCode Available
Similar Cases Recommendation using Legal Knowledge Graphs	Jul 10, 2021	Knowledge GraphsQuestion Answering	CodeCode Available
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available

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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