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 826–850 of 2974 papers

TitleStatusHype
EICopilot: Search and Explore Enterprise Information over Large-scale Knowledge Graphs with LLM-driven Agents—0
StreamingRAG: Real-time Contextual Retrieval and Generation Framework—0
GraphRAG under Fire—0
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering—0
Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model—0
Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications—0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph—0
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs—0
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel TrainingCode0
Causal Claims in Economics—0
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions—0
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks—0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach—0
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph EmbeddingsCode0
TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge GraphsCode0
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT—0
KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion—0
KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs—0
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion—0
Efficient support ticket resolution using Knowledge Graphs—0
Efficient Relational Context Perception for Knowledge Graph Completion—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
Detection-Fusion for Knowledge Graph Extraction from VideosCode0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement—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