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 126–150 of 2974 papers

TitleStatusHype
Context-Awareness and Interpretability of Rare Occurrences for Discovery and Formalization of Critical Failure Modes—0
Multi-modal Knowledge Graph Generation with Semantics-enriched Prompts—0
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models—0
Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge—0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study—0
Mutual Understanding between People and Systems via Neurosymbolic AI and Knowledge Graphs—0
Enhancing multimodal analogical reasoning with Logic Augmented GenerationCode0
Structured Graph Representations for Visual Narrative Reasoning: A Hierarchical Framework for Comics—0
Predictive AI with External Knowledge Infusion for Stocks—0
RAKG:Document-level Retrieval Augmented Knowledge Graph ConstructionCode3
Constructing Micro Knowledge Graphs from Technical Support Documents—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
A Systematic Evaluation of Knowledge Graph Embeddings for Gene-Disease Association PredictionCode0
OnSET: Ontology and Semantic Exploration ToolkitCode0
Siren Federate: Bridging document, relational, and graph models for exploratory graph analysis—0
ConceptFormer: Towards Efficient Use of Knowledge-Graph Embeddings in Large Language Models—0
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs—0
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion—0
Cross-Document Contextual Coreference Resolution in Knowledge Graphs—0
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness—0
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph DatabasesCode0
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link PredictionCode0
LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph—0
Do Larger Language Models Imply Better Reasoning? A Pretraining Scaling Law for Reasoning—0
Improving Harmful Text Detection with Joint Retrieval and External Knowledge—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