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 2051–2075 of 2974 papers

TitleStatusHype
Neural Variational Inference For Embedding Knowledge Graphs—0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function—0
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs—0
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey—0
AutoRD: An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontologies-enhanced Large Language Models—0
Neuro-Symbolic Entity Alignment via Variational Inference—0
Neurosymbolic Methods for Dynamic Knowledge Graphs—0
Neuro-Symbolic Ontology-Mediated Query Answering—0
Neuro-Symbolic Query Optimization in Knowledge Graphs—0
Towards Evaluating Large Language Models for Graph Query Generation—0
NeuSTIP: A Novel Neuro-Symbolic Model for Link and Time Prediction in Temporal Knowledge Graphs—0
Automating psychological hypothesis generation with AI: when large language models meet causal graph—0
NewsReader at SemEval-2018 Task 5: Counting events by reasoning over event-centric-knowledge-graphs—0
VITA: Versatile Time Representation Learning for Temporal Hyper-Relational Knowledge Graphs—0
NLP in Human Rights Research: Extracting Knowledge Graphs about Police and Army Units and Their Commanders—0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering—0
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs—0
Node Classification Meets Link Prediction on Knowledge Graphs—0
Node Embeddings for Graph Merging: Case of Knowledge Graph Construction—0
ZOGRASCOPE: A New Benchmark for Property Graphs—0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN—0
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning—0
Towards Knowledge-Centric Process Mining—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