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 2361–2370 of 2974 papers

Title	Date	Tasks	Status
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs	Jan 1, 2021	Knowledge GraphsWord Embeddings	—Unverified
TRACE: Tensorizing and Generalizing Supernets from Neural Architecture Search	Jan 1, 2021	Knowledge GraphsNeural Architecture Search	—Unverified
Learning Contextualized Knowledge Graph Structures for Commonsense Reasoning	Jan 1, 2021	Knowledge GraphsNatural Language Inference	—Unverified
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs	Jan 1, 2021	Knowledge Graphs	—Unverified
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse Relations	Dec 31, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction	Dec 22, 2020	Knowledge GraphsLink Prediction	—Unverified
Knowledge Graphs Evolution and Preservation -- A Technical Report from ISWS 2019	Dec 22, 2020	Common Sense ReasoningKnowledge Graphs	—Unverified
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection	Dec 19, 2020	Common Sense ReasoningConditional Text Generation	—Unverified
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion	Dec 19, 2020	DecoderKnowledge Graph Completion	—Unverified
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure	Dec 18, 2020	Drug DiscoveryGraph Representation Learning	—Unverified

Show:10 25 50

← PrevPage 237 of 298Next →

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