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 211–220 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
CODER: Knowledge infused cross-lingual medical term embedding for term normalization	Nov 5, 2020	Contrastive LearningKnowledge Graphs	CodeCode Available	1	5
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph	Jun 25, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs	Feb 17, 2024	Knowledge GraphsMulti-hop Question Answering	CodeCode Available	1	5
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph Completion	Jan 26, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs	Oct 12, 2020	Knowledge GraphsNatural Language Understanding	CodeCode Available	1	5
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?	May 21, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
Fusing Context Into Knowledge Graph for Commonsense Question Answering	Dec 9, 2020	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1	5
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks	Sep 10, 2020	Dialog Relation ExtractionGraph Attention	CodeCode Available	1	5
DiffKG: Knowledge Graph Diffusion Model for Recommendation	Dec 28, 2023	Data AugmentationGraph Representation Learning	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