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 1161–1170 of 2974 papers

Title	Date	Tasks	Status	Score
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed Dialogues	Oct 19, 2023	Dialogue UnderstandingEmotional Intelligence	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
Improving Knowledge Graph Embedding Using Simple Constraints	May 7, 2018	Graph EmbeddingKnowledge Graph Embedding	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
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available	5
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning	Nov 8, 2022	Contrastive LearningKnowledge Graphs	CodeCode Available	5
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
i-Align: an interpretable knowledge graph alignment model	Aug 26, 2023	Knowledge Graphsmodel	CodeCode Available	5
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory Search	Oct 8, 2023	ArticlesConversational Search	CodeCode Available	5
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	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