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 231–240 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs	May 16, 2025	Information RetrievalKnowledge Graphs	CodeCode Available	1	5
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine Learning	Jul 30, 2024	Knowledge GraphsNode Classification	CodeCode Available	1	5
Duplication Detection in Knowledge Graphs: Literature and Tools	Apr 17, 2020	Knowledge Graphs	CodeCode Available	1	5
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1	5
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformers	Mar 30, 2021	Dialogue GenerationGoal-Oriented Dialogue Systems	CodeCode Available	1	5
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level	May 11, 2023	AttributeKnowledge Graphs	CodeCode Available	1	5
ASER: A Large-scale Eventuality Knowledge Graph	May 1, 2019	Knowledge GraphsWorld Knowledge	CodeCode Available	1	5
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1	5
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Automated Mining of Leaderboards for Empirical AI Research	Aug 31, 2021	Knowledge GraphsScientific Results Extraction	CodeCode Available	1	5

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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