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 1821–1830 of 2974 papers

Title	Date	Tasks	Status
Generalizable Neuro-symbolic Systems for Commonsense Question Answering	Jan 17, 2022	Knowledge GraphsQuestion Answering	—Unverified
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning	Jan 16, 2022	Knowledge GraphsTransfer Learning	—Unverified
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models	Jan 16, 2022	Graph Neural NetworkKnowledge Graphs	—Unverified
Dangling-Aware Entity Alignment with Mixed High-Order Proximities	Jan 16, 2022	Entity AlignmentKnowledge Graphs	—Unverified
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision	Jan 16, 2022	AttributeKnowledge Graphs	—Unverified
Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information	Jan 16, 2022	Conversational RecommendationKnowledge Graphs	—Unverified
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion	Jan 16, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Roof-BERT: Divide Understanding Labour and Join in Work	Jan 16, 2022	Knowledge GraphsReading Comprehension	—Unverified
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion	Jan 16, 2022	Entity EmbeddingsGraph Embedding	—Unverified
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Jan 16, 2022	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified

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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