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 391–400 of 2974 papers

Title	Date	Tasks	Status	Hype
Symbolic Knowledge Distillation: from General Language Models to Commonsense Models	Oct 14, 2021	Knowledge DistillationKnowledge Graphs	CodeCode Available	1
TCube: Domain-Agnostic Neural Time-series Narration	Oct 11, 2021	EpidemiologyKnowledge Graphs	CodeCode Available	1
An energy-based model for neuro-symbolic reasoning on knowledge graphs	Oct 4, 2021	Automated Theorem ProvingGraph Embedding	CodeCode Available	1
A High-Level Ontology Network for ICT Infrastructures	Sep 30, 2021	Knowledge GraphsManagement	CodeCode Available	1
BiQUE: Biquaternionic Embeddings of Knowledge Graphs	Sep 29, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Learning through structure: towards deep neuromorphic knowledge graph embeddings	Sep 21, 2021	Graph EmbeddingGraph Learning	CodeCode Available	1
Complex Temporal Question Answering on Knowledge Graphs	Sep 18, 2021	16kEntity Embeddings	CodeCode Available	1
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs	Sep 18, 2021	BenchmarkingComplex Query Answering	CodeCode Available	1
Temporal Knowledge Graph Completion using Box Embeddings	Sep 18, 2021	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge 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