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 2231–2240 of 2974 papers

Title	Date	Tasks	Status
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models	Feb 16, 2024	Contrastive LearningKnowledge Graphs	—Unverified
Probability Calibration for Knowledge Graph Embedding Models	Dec 20, 2019	Calibration for Link PredictionGraph Embedding	—Unverified
Procedure Model for Building Knowledge Graphs for Industry Applications	Sep 20, 2024	graph constructionKnowledge Graphs	—Unverified
Proceedings of the KG-BIAS Workshop 2020 at AKBC 2020	Jun 18, 2020	Knowledge Graphs	—Unverified
TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models	Mar 17, 2024	Knowledge GraphsKnowledge Probing	—Unverified
ProcK: Machine Learning for Knowledge-Intensive Processes	Sep 10, 2021	AttributeBIG-bench Machine Learning	—Unverified
PRODIGY: Enabling In-context Learning Over Graphs	May 21, 2023	Graph Neural NetworkIn-Context Learning	—Unverified
TRIFFID: Autonomous Robotic Aid For Increasing First Responders Efficiency	Feb 13, 2025	Autonomous NavigationDisaster Response	—Unverified
A Temporal Knowledge Graph Completion Method Based on Balanced Timestamp Distribution	Aug 30, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks	Jun 6, 2023	Knowledge GraphsQuestion Answering	—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