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 626–650 of 2974 papers

TitleStatusHype
Leveraging Knowledge Graphs and LLMs for Structured Generation of Misinformation—0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing—0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
Knowledge Graphs for Digitized Manuscripts in Jagiellonian Digital Library Application—0
Position Paper: Metadata Enrichment Model: Integrating Neural Networks and Semantic Knowledge Graphs for Cultural Heritage Applications—0
Rethinking Regularization Methods for Knowledge Graph Completion—0
GenIC: An LLM-Based Framework for Instance Completion in Knowledge GraphsCode0
From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs—0
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM—0
Spatial Knowledge Graph-Guided Multimodal Synthesis—0
Streamlining Knowledge Graph Creation with PyRML—0
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework—0
Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
Conversational Lexicography: Querying Lexicographic Data on Knowledge Graphs with SPARQL through Natural Language—0
Conversational Exploration of Literature Landscape with LitChat—0
The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes—0
Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative FrameworkCode0
Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs—0
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs—0
SciCUEval: A Comprehensive Dataset for Evaluating Scientific Context Understanding in Large Language Models—0
Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning—0
The Role of Visualization in LLM-Assisted Knowledge Graph Systems: Effects on User Trust, Exploration, and Workflows—0
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM HallucinationsCode0
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning—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