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 351–375 of 2974 papers

Title	Date	Tasks	Status	Hype
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian Distributions	Jun 2, 2021	Causal DiscoveryKnowledge Graphs	CodeCode Available	1
Causality-aware Concept Extraction based on Knowledge-guided Prompting	May 3, 2023	Knowledge GraphsNatural Language Understanding	CodeCode Available	1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models	Jun 28, 2022	Knowledge Graphs	CodeCode Available	1
IMF: Interactive Multimodal Fusion Model for Link Prediction	Mar 20, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs	Oct 22, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	CodeCode Available	1
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive Learning	Aug 22, 2022	Contrastive LearningKnowledge-Aware Recommendation	CodeCode Available	1
Improving Knowledge Graph Entity Alignment with Graph Augmentation	Apr 28, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1
An Industry Evaluation of Embedding-based Entity Alignment	Oct 22, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entities	Aug 22, 2022	Knowledge Graphs	CodeCode Available	1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
InGram: Inductive Knowledge Graph Embedding via Relation Graphs	May 31, 2023	Entity EmbeddingsGraph Embedding	CodeCode Available	1
Adversarial Robustness of Representation Learning for Knowledge Graphs	Sep 30, 2022	Adversarial RobustnessData Poisoning	CodeCode Available	1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph Generation	Jul 13, 2023	BenchmarkingGraph Embedding	CodeCode Available	1
Investigating Pretrained Language Models for Graph-to-Text Generation	Jul 16, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available	1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models	Sep 5, 2024	Answer GenerationGraph Question Answering	CodeCode Available	1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering	Aug 31, 2023	BenchmarkingDataset Generation	CodeCode Available	1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning	Nov 25, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge Graphs	Jun 6, 2023	AttributeEntity Embeddings	CodeCode Available	1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction	Oct 10, 2023	ClassificationKnowledge Graphs	CodeCode Available	1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	Oct 17, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
An Open Challenge for Inductive Link Prediction on Knowledge Graphs	Mar 3, 2022	Graph Representation LearningInductive Link Prediction	CodeCode Available	1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven Conversation	Apr 8, 2020	Domain AdaptationKnowledge Graphs	CodeCode Available	1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement	Oct 12, 2023	Contrastive LearningData Augmentation	CodeCode Available	1

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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