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 701–725 of 2974 papers

Title	Date	Tasks	Status	Score
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical Literature	Sep 11, 2023	Articlesgraph construction	CodeCode Available	5
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features Filtering	Mar 29, 2024	Collaborative FilteringKnowledge Graphs	CodeCode Available	5
KGMark: A Diffusion Watermark for Knowledge Graphs	May 29, 2025	Knowledge Graphs	CodeCode Available	5
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge Aggregation	May 10, 2023	Dialogue GenerationGraph Attention	CodeCode Available	5
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge Graphs	Jun 16, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available	5
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance Prediction	Feb 23, 2023	ArticlesKnowledge Graphs	CodeCode Available	5
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge Graphs	Jun 29, 2020	Inductive knowledge graph completionKnowledge Graphs	CodeCode Available	5
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
Building Dynamic Knowledge Graphs from Text-based Games	Oct 21, 2019	Knowledge Graphstext-based games	CodeCode Available	5
A Physical Embedding Model for Knowledge Graphs	Jan 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge Graphs	Dec 23, 2024	Extreme SummarizationKnowledge Graphs	CodeCode Available	5
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question Answering	May 25, 2023	Binary ClassificationKnowledge Graphs	CodeCode Available	5
A General Benchmarking Framework for Text Generation	Dec 1, 2020	BenchmarkingKnowledge Graphs	CodeCode Available	5
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal Entities	Oct 17, 2024	AllKnowledge Graphs	CodeCode Available	5
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	5
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	5
KBGAN: Adversarial Learning for Knowledge Graph Embeddings	Nov 11, 2017	Graph EmbeddingKnowledge Base Completion	CodeCode Available	5
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Apr 8, 2022	ArticlesKnowledge Graphs	CodeCode Available	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available	5
Dual Box Embeddings for the Description Logic EL++	Jan 26, 2023	Knowledge GraphsLink Prediction	CodeCode Available	5
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available	5
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available	5
Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge Graphs	Aug 2, 2024	In-Context LearningKnowledge 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