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 426–450 of 2974 papers

TitleStatusHype
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
Learning to refine domain knowledge for biological network inference—0
RiTeK: A Dataset for Large Language Models Complex Reasoning over Textual Knowledge Graphs—0
The KnowWhereGraph Ontology—0
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs—0
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment—0
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal EntitiesCode0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs—0
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties—0
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems—0
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context ReasoningCode2
Learning Representations for Reasoning: Generalizing Across Diverse Structures—0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language ModelsCode3
Large Language Models as a Tool for Mining Object Knowledge—0
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs—0
Privacy-Preserving Synthetically Augmented Knowledge Graphs with Semantic Utility—0
Is Complex Query Answering Really Complex?—0
Y-Mol: A Multiscale Biomedical Knowledge-Guided Large Language Model for Drug Development—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—0
Tree of Attributes Prompt Learning for Vision-Language ModelsCode1
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples—0
Unified Representation of Genomic and Biomedical Concepts through Multi-Task, Multi-Source Contrastive Learning—0
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense ReasoningCode0
Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge GraphsCode0
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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