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 301–325 of 2974 papers

Title	Date	Tasks	Status	Hype
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs	Sep 18, 2021	BenchmarkingComplex Query Answering	CodeCode Available	1
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?	Sep 29, 2023	BenchmarkingKnowledge Graph Completion	CodeCode Available	1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models	Jun 28, 2022	Knowledge Graphs	CodeCode Available	1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	CodeCode Available	1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge	Mar 3, 2024	Claim VerificationGraph Question Answering	CodeCode Available	1
Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding	Apr 22, 2021	AutoMLGraph Embedding	CodeCode Available	1
Enhancing Document-level Relation Extraction by Entity Knowledge Injection	Jul 23, 2022	Document-level Relation ExtractionKnowledge Graphs	CodeCode Available	1
A Universal Question-Answering Platform for Knowledge Graphs	Mar 1, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models	Jul 18, 2023	Entity AlignmentEntity Embeddings	CodeCode Available	1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs	Oct 22, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding	Feb 3, 2023	Entity EmbeddingsGraph Embedding	CodeCode Available	1
Entity-aware Transformers for Entity Search	May 2, 2022	Entity EmbeddingsEntity Retrieval	CodeCode Available	1
Evaluating Logical Generalization in Graph Neural Networks	Mar 14, 2020	Continual LearningDiversity	CodeCode Available	1
Event Prediction using Case-Based Reasoning over Knowledge Graphs	Sep 21, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs	Feb 15, 2022	Density EstimationKnowledge Graphs	CodeCode Available	1
Automated Mining of Leaderboards for Empirical AI Research	Aug 31, 2021	Knowledge GraphsScientific Results Extraction	CodeCode Available	1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Extracting Summary Knowledge Graphs from Long Documents	Sep 19, 2020	Graph LearningKnowledge Graphs	CodeCode Available	1
Facing Changes: Continual Entity Alignment for Growing Knowledge Graphs	Jul 23, 2022	Entity AlignmentInductive Learning	CodeCode Available	1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	Aug 4, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Fast and Continual Knowledge Graph Embedding via Incremental LoRA	Jul 8, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1

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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