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 2721–2730 of 2974 papers

Title	Date	Tasks	Status
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge Graphs	Sep 15, 2023	HallucinationKnowledge Graphs	CodeCode Available
Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs	Sep 7, 2017	Graph EmbeddingImage Retrieval	CodeCode Available
Message Passing for Complex Question Answering over Knowledge Graphs	Aug 19, 2019	Knowledge GraphsQuestion Answering	CodeCode Available
G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models	May 31, 2025	In-Context LearningKnowledge Graphs	CodeCode Available
Fully Hyperbolic Rotation for Knowledge Graph Embedding	Nov 6, 2024	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of Explanation	Sep 9, 2021	Explainable Artificial Intelligence (XAI)Knowledge Graphs	CodeCode Available
Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols	May 2, 2020	Knowledge Base CompletionKnowledge Graph Completion	CodeCode Available
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction	Nov 2, 2022	Knowledge GraphsRelation	CodeCode Available
A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs	Oct 18, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available
Meta-Path Learning for Multi-relational Graph Neural Networks	Sep 29, 2023	InformativenessKnowledge Graphs	CodeCode Available

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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