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 1151–1160 of 2974 papers

Title	Date	Tasks	Status	Score
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation Learning	Jun 11, 2024	Knowledge GraphsLogical Reasoning	CodeCode Available	5
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use	May 4, 2025	Knowledge GraphsLegal Reasoning	CodeCode Available	5
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions	Sep 27, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	5
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning	Apr 2, 2023	Few-Shot LearningInductive Learning	CodeCode Available	5
Conversational Semantic Parsing using Dynamic Context Graphs	May 4, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	5
Cycle Representation Learning for Inductive Relation Prediction	Oct 6, 2021	Graph Representation LearningInductive Relation Prediction	CodeCode Available	5
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs	Nov 7, 2019	Knowledge Graphs	CodeCode Available	5
Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs	Jul 5, 2025	Graph Neural NetworkInformation Retrieval	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed Dialogues	Oct 19, 2023	Dialogue UnderstandingEmotional Intelligence	CodeCode Available	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