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 501–525 of 2974 papers

TitleStatusHype
MGSA: Multi-Granularity Graph Structure Attention for Knowledge Graph-to-Text Generation—0
Winning Solution For Meta KDD Cup' 24—0
Contri(e)ve: Context + Retrieve for Scholarly Question Answering—0
A RAG Approach for Generating Competency Questions in Ontology Engineering—0
Influence of Backdoor Paths on Causal Link Prediction—0
Learning Rules from KGs Guided by Language ModelsCode0
Semantic Interoperability on Blockchain by Generating Smart Contracts Based on Knowledge Graphs—0
Traceable LLM-based validation of statements in knowledge graphsCode0
Ontology-Free General-Domain Knowledge Graph-to-Text Generation Dataset Synthesis using Large Language ModelCode1
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented GenerationCode9
Fine-tuning and Prompt Engineering with Cognitive Knowledge Graphs for Scholarly Knowledge Organization—0
HybridFC: A Hybrid Fact-Checking Approach for Knowledge GraphsCode0
OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing SystemCode1
Assessing SPARQL capabilities of Large Language ModelsCode2
SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoningCode5
Neurosymbolic Methods for Dynamic Knowledge Graphs—0
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering—0
Generating Faithful and Salient Text from Multimodal DataCode0
The Role of Graph Topology in the Performance of Biomedical Knowledge Graph Completion ModelsCode0
Rx Strategist: Prescription Verification using LLM Agents System—0
iText2KG: Incremental Knowledge Graphs Construction Using Large Language ModelsCode4
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Building FKG.in: a Knowledge Graph for Indian Food—0
WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph ConstructionCode0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—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