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 411–420 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Mining Mathematical Documents for Question Answering via Unsupervised Formula Labeling	Nov 12, 2022	Entity LinkingKnowledge Graphs	CodeCode Available	1	5
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion	Feb 25, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	5
Enhancing High-order Interaction Awareness in LLM-based Recommender Model	Sep 30, 2024	Knowledge GraphsReranking	CodeCode Available	1	5
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction	Mar 1, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning	Jun 23, 2020	Knowledge GraphsMulti-Task Learning	CodeCode Available	1	5
Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization	May 14, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Can LLMs be Good Graph Judge for Knowledge Graph Construction?	Nov 26, 2024	Denoisinggraph construction	CodeCode Available	1	5
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding	Feb 3, 2023	Entity EmbeddingsGraph Embedding	CodeCode Available	1	5
Generating Knowledge Graphs by Employing Natural Language Processing and Machine Learning Techniques within the Scholarly Domain	Oct 28, 2020	BIG-bench Machine LearningKnowledge 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

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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