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

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Showing 451–475 of 2974 papers

TitleStatusHype
TIGER: Temporally Improved Graph Entity LinkerCode0
ReasonPlanner: Enhancing Autonomous Planning in Dynamic Environments with Temporal Knowledge Graphs and LLMs—0
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation—0
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective—0
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for RecommendationCode0
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction—0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering—0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
MKGL: Mastery of a Three-Word Language—0
Disease Entity Recognition and Normalization is Improved with Large Language Model Derived Synthetic Normalized Mentions—0
Diversified and Adaptive Negative Sampling on Knowledge Graphs—0
Context-Augmented Code Generation Using Programming Knowledge Graphs—0
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs—0
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applicationsCode0
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs—0
Posets and Bounded Probabilities for Discovering Order-inducing Features in Event Knowledge Graphs—0
Information Discovery in e-Commerce—0
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
Representing Web Applications As Knowledge Graphs—0
Neuro-Symbolic Entity Alignment via Variational Inference—0
Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge GraphsCode0
Enriching Ontologies with Disjointness Axioms using Large Language ModelsCode0
Semantic-Guided RL for Interpretable Feature Engineering—0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
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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