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 261–270 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	CodeCode Available	1	5
Enhancing Document-level Relation Extraction by Entity Knowledge Injection	Jul 23, 2022	Document-level Relation ExtractionKnowledge Graphs	CodeCode Available	1	5
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge Bases	Aug 19, 2021	Entity DisambiguationKnowledge Graphs	CodeCode Available	1	5
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models	Jun 28, 2022	Knowledge Graphs	CodeCode Available	1	5
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	CodeCode Available	1	5
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	Mar 10, 2020	BenchmarkingEntity Alignment	CodeCode Available	1	5
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity Detection	Mar 10, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs	Oct 22, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding	Apr 22, 2021	AutoMLGraph Embedding	CodeCode Available	1	5
Enhancing High-order Interaction Awareness in LLM-based Recommender Model	Sep 30, 2024	Knowledge GraphsReranking	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