SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 751–800 of 2974 papers

TitleStatusHype
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific TasksCode0
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question AnsweringCode2
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
Graph Machine Learning in the Era of Large Language Models (LLMs)—0
Context-Enhanced Language Models for Generating Multi-Paper Citations—0
Accelerating Medical Knowledge Discovery through Automated Knowledge Graph Generation and Enrichment—0
A Continual Relation Extraction Approach for Knowledge Graph Completeness—0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment—0
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs—0
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation ExtractionCode1
NALA: an Effective and Interpretable Entity Alignment MethodCode0
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content—0
Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity RepresentationCode3
Progressive Knowledge Graph CompletionCode0
German Tourism Knowledge Graph—0
Automatic Knowledge Graph Construction for Judicial Cases—0
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models—0
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph EmbeddingCode0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity TypingCode1
Augmenting Knowledge Graph Hierarchies Using Neural Transformers—0
ODA: Observation-Driven Agent for integrating LLMs and Knowledge GraphsCode1
Knowledge graphs for empirical concept retrievalCode0
A Foundation Model for Zero-shot Logical Query ReasoningCode4
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery—0
Zero-Shot Relational Learning for Multimodal Knowledge GraphsCode0
Evaluating the Effectiveness of Artificial Intelligence in Predicting Adverse Drug Reactions among Cancer Patients: A Systematic Review and Meta-Analysis—0
KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion—0
Knowledge Graph Representation for Political Information Sources—0
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?Code0
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph FilteringCode0
Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge GraphCode0
Comprehensible Artificial Intelligence on Knowledge Graphs: A survey—0
On Linearizing Structured Data in Encoder-Decoder Language Models: Insights from Text-to-SQL—0
Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model—0
Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic SimilarityCode0
Self-Improvement Programming for Temporal Knowledge Graph Question Answering—0
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing—0
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge GraphsCode1
An RML-FNML module for Python user-defined functions in Morph-KGCCode3
EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge GraphsCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion—0
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users—0
Sequential Recommendation with Latent Relations based on Large Language ModelCode1
Knowledge-Powered Recommendation for an Improved Diet Water Footprint—0
Manufacturing Service Capability Prediction with Graph Neural Networks—0
Show:102550
← PrevPage 16 of 60Next →
All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified