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 2831–2840 of 2974 papers

Title	Date	Tasks	Status
Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs	Oct 9, 2022	Conversational Question AnsweringInformation Retrieval	CodeCode Available
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation	Jul 15, 2024	Knowledge Graphs	CodeCode Available
Multi-relational Poincaré Graph Embeddings	May 23, 2019	Entity EmbeddingsKnowledge Graphs	CodeCode Available
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved Interpretability	Nov 25, 2020	Knowledge Graphs	CodeCode Available
Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation	Jan 23, 2019	Collaborative FilteringGraph Embedding	CodeCode Available
A Survey of Link Prediction in N-ary Knowledge Graphs	Jun 10, 2025	Knowledge GraphsLink Prediction	CodeCode Available
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection	Sep 13, 2021	Knowledge GraphsQuestion Answering	CodeCode Available
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of Things	Oct 23, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Multi-view Contrastive Learning for Entity Typing over Knowledge Graphs	Oct 18, 2023	Contrastive LearningEntity Typing	CodeCode Available
Multi-view Inference for Relation Extraction with Uncertain Knowledge	Apr 28, 2021	Document-level Relation ExtractionKnowledge Graphs	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