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 976–1000 of 2974 papers

TitleStatusHype
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs—0
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
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
Privacy-Preserving Synthetically Augmented Knowledge Graphs with Semantic Utility—0
Is Complex Query Answering Really Complex?—0
Learning Representations for Reasoning: Generalizing Across Diverse Structures—0
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties—0
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—0
Y-Mol: A Multiscale Biomedical Knowledge-Guided Large Language Model for Drug Development—0
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
TIGER: Temporally Improved Graph Entity LinkerCode0
Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective—0
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation—0
ReasonPlanner: Enhancing Autonomous Planning in Dynamic Environments with Temporal Knowledge Graphs and LLMs—0
Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge GraphsCode0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering—0
Diversified and Adaptive Negative Sampling on Knowledge Graphs—0
Disease Entity Recognition and Normalization is Improved with Large Language Model Derived Synthetic Normalized Mentions—0
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction—0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for RecommendationCode0
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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