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 2131–2140 of 2974 papers

Title	Date	Tasks	Status
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets	Jun 16, 2023	Conversational RecommendationKnowledge Graphs	—Unverified
OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs	Jul 1, 2019	DecoderKnowledge Graphs	—Unverified
Open-domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion	Apr 24, 2022	Dialogue GenerationForm	—Unverified
Open-domain Factoid Question Answering via Knowledge Graph Search	Jun 1, 2016	Knowledge GraphsOpen-Domain Question Answering	—Unverified
Open-Domain Question Answering with Pre-Constructed Question Spaces	Jun 2, 2020	Information RetrievalKnowledge Graphs	—Unverified
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs	Jun 1, 2021	Knowledge GraphsManagement	—Unverified
Towards Time-Aware Knowledge Graph Completion	Dec 1, 2016	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Open Research Knowledge Graph: Next Generation Infrastructure for Semantic Scholarly Knowledge	Jan 30, 2019	FormKnowledge Graphs	—Unverified
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective	Oct 11, 2024	Conformal PredictionKnowledge Graphs	—Unverified
Towards Understanding the Evolution of Vocabulary Terms in Knowledge Graphs	Sep 30, 2017	Knowledge 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