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 176–200 of 2974 papers

TitleStatusHype
Graph-Based Re-ranking: Emerging Techniques, Limitations, and Opportunities—0
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition—0
Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval—0
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration—0
GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction—0
Graph-Grounded LLMs: Leveraging Graphical Function Calling to Minimize LLM Hallucinations—0
Type Information-Assisted Self-Supervised Knowledge Graph DenoisingCode0
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging—0
What's In Your Field? Mapping Scientific Research with Knowledge Graphs and Large Language ModelsCode0
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph—0
Talking to GDELT Through Knowledge Graphs—0
POINT: a web-based platform for pharmacological investigation enhanced by multi-omics networks and knowledge graphs—0
ExKG-LLM: Leveraging Large Language Models for Automated Expansion of Cognitive Neuroscience Knowledge Graphs—0
Interpretable High-order Knowledge Graph Neural Network for Predicting Synthetic Lethality in Human Cancers—0
STAR: A Foundation Model-driven Framework for Robust Task Planning and Failure Recovery in Robotic Systems—0
ZOGRASCOPE: A New Benchmark for Property Graphs—0
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Matrix Factorization for Inferring Associations and Missing Links—0
MuCo-KGC: Multi-Context-Aware Knowledge Graph Completion—0
A Conceptual Model for Attributions in Event-Centric Knowledge Graphs—0
KGCompiler: Deep Learning Compilation Optimization for Knowledge Graph Complex Logical Query AnsweringCode0
Geo-Semantic-Parsing: AI-powered geoparsing by traversing semantic knowledge graphs—0
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources—0
G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition—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