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 751–775 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
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question AnsweringCode2
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
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models—0
Automatic Knowledge Graph Construction for Judicial Cases—0
Progressive Knowledge Graph CompletionCode0
Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity RepresentationCode3
German Tourism Knowledge Graph—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
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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