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 971–980 of 2974 papers

Title	Date	Tasks	Status
Generating Explanations to Understand and Repair Embedding-based Entity Alignment	Dec 8, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available
Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs	Dec 8, 2023	Knowledge GraphsLink Prediction	—Unverified
Scalable Knowledge Graph Construction and Inference on Human Genome Variants	Dec 7, 2023	graph constructionKnowledge Graphs	—Unverified
Exploring the Reversal Curse and Other Deductive Logical Reasoning in BERT and GPT-Based Large Language Models	Dec 6, 2023	DecoderKnowledge Graphs	CodeCode Available
Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking Technique	Dec 6, 2023	BenchmarkingKnowledge Graphs	CodeCode Available
Large Knowledge Model: Perspectives and Challenges	Dec 5, 2023	knowledge editingKnowledge Graphs	—Unverified
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs	Dec 4, 2023	Explanation GenerationGraph Neural Network	CodeCode Available
Local-Global History-aware Contrastive Learning for Temporal Knowledge Graph Reasoning	Dec 4, 2023	Contrastive LearningKnowledge Graphs	—Unverified
Location Sensitive Embedding for Knowledge Graph Reasoning	Dec 1, 2023	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Semantic Parsing for Question Answering over Knowledge Graphs	Dec 1, 2023	DecoderGraph Neural Network	—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