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 171–180 of 2974 papers

Title	Date	Tasks	Status	Hype
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs	Jun 7, 2022	Knowledge Graphs	CodeCode Available	1
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models	Sep 29, 2020	Knowledge Graphs	CodeCode Available	1
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1
ComFact: A Benchmark for Linking Contextual Commonsense Knowledge	Oct 23, 2022	Knowledge GraphsResponse Generation	CodeCode Available	1
Communicative Message Passing for Inductive Relation Reasoning	Dec 16, 2020	Inductive BiasInductive Relation Prediction	CodeCode Available	1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph Prompting	Apr 13, 2024	HallucinationKnowledge Graphs	CodeCode Available	1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
An Industry Evaluation of Embedding-based Entity Alignment	Oct 22, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints	May 30, 2023	Complex Query AnsweringKnowledge Graphs	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