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 2076–2100 of 2974 papers

TitleStatusHype
Bridging LLMs and KGs without Fine-Tuning: Intermediate Probing Meets Subgraph-Aware Entity Descriptions—0
Unsupervised Construction of Knowledge Graphs From Text and Code—0
Unsupervised Domain Adaptation of Contextual Embeddings for Low-Resource Duplicate Question Detection—0
Unsupervised Fact Checking by Counter-Weighted Positive and Negative Evidential Paths in A Knowledge Graph—0
Unsupervised Hierarchical Grouping of Knowledge Graph Entities—0
Unsupervised multiple choices question answering via universal corpus—0
Unveiling Hidden Links Between Unseen Security Entities—0
Updating Embeddings for Dynamic Knowledge Graphs—0
URIR: Recommendation algorithm of user RNN encoder and item encoder based on knowledge graph—0
Using a Personal Health Library-Enabled mHealth Recommender System for Self-Management of Diabetes Among Underserved Populations: Use Case for Knowledge Graphs and Linked Data—0
Using Causal Threads to Explain Changes in a Dynamic System—0
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover—0
Using GPT-4 to guide causal machine learning—0
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms—0
Using Mapping Languages for Building Legal Knowledge Graphs from XML Files—0
Using Multiple RDF Knowledge Graphs for Enriching ChatGPT Responses—0
Learning When Not to Answer: A Ternary Reward Structure for Reinforcement Learning based Question Answering—0
Validating ChatGPT Facts through RDF Knowledge Graphs and Sentence Similarity—0
Variational Knowledge Graph Reasoning—0
Variational Quantum Circuit Model for Knowledge Graphs Embedding—0
V-Coder: Adaptive AutoEncoder for Semantic Disclosure in Knowledge Graphs—0
Vehicle Lane Change Prediction based on Knowledge Graph Embeddings and Bayesian Inference—0
VEL: A Formally Verified Reasoner for OWL2 EL Profile—0
VEM^2L: A Plug-and-play Framework for Fusing Text and Structure Knowledge on Sparse Knowledge Graph Completion—0
Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning—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