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 331–340 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
History repeats Itself: A Baseline for Temporal Knowledge Graph Forecasting	Apr 25, 2024	Knowledge Graphs	CodeCode Available	1	5
How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure Agents	Feb 19, 2020	Knowledge Graphsreinforcement-learning	CodeCode Available	1	5
Causality-aware Concept Extraction based on Knowledge-guided Prompting	May 3, 2023	Knowledge GraphsNatural Language Understanding	CodeCode Available	1	5
HRGraph: Leveraging LLMs for HR Data Knowledge Graphs with Information Propagation-based Job Recommendation	Aug 24, 2024	Knowledge Graphs	CodeCode Available	1	5
BoxE: A Box Embedding Model for Knowledge Base Completion	Jul 13, 2020	Knowledge Base CompletionKnowledge Graphs	CodeCode Available	1	5
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
An energy-based model for neuro-symbolic reasoning on knowledge graphs	Oct 4, 2021	Automated Theorem ProvingGraph Embedding	CodeCode Available	1	5
IMF: Interactive Multimodal Fusion Model for Link Prediction	Mar 20, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1	5
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1	5
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1	5

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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