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 1861–1870 of 2974 papers

Title	Date	Tasks	Status
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs	Jun 1, 2021	Knowledge GraphsReinforcement Learning (RL)	—Unverified
SE-GNN: Seed Expanded-Aware Graph Neural Network with Iterative Optimization for Semi-supervised Entity Alignment	Mar 24, 2025	Entity AlignmentEntity Embeddings	—Unverified
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment	Oct 28, 2024	Entity AlignmentGraph Neural Network	—Unverified
Self-Improvement Programming for Temporal Knowledge Graph Question Answering	Apr 2, 2024	Graph Question AnsweringIn-Context Learning	—Unverified
SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts	Dec 1, 2024	DescriptiveKnowledge Graphs	—Unverified
Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering	May 26, 2025	Knowledge GraphsQuestion Answering	—Unverified
Self-Supervised Dynamic Hypergraph Recommendation based on Hyper-Relational Knowledge Graph	Aug 15, 2023	Collaborative FilteringKnowledge-Aware Recommendation	—Unverified
Self-supervised Knowledge Triplet Learning for Zero-shot Question Answering	May 1, 2020	Knowledge GraphsQuestion Answering	—Unverified
Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models	Jan 30, 2025	Instruction FollowingKnowledge Graphs	—Unverified
Semantically Smooth Knowledge Graph Embedding	Jul 1, 2015	Entity ResolutionGraph 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