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 1676–1700 of 2974 papers

TitleStatusHype
Ontology Population using LLMs—0
OpenAg: Democratizing Agricultural Intelligence—0
OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs—0
Open-domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion—0
Open-domain Factoid Question Answering via Knowledge Graph Search—0
Open-Domain Question Answering with Pre-Constructed Question Spaces—0
Open Research Knowledge Graph: Next Generation Infrastructure for Semantic Scholarly Knowledge—0
Open-World Visual Recognition Using Knowledge Graphs—0
OpticE: A Coherence Theory-Based Model for Link Prediction—0
Optimization of Retrieval Algorithms on Large Scale Knowledge Graphs—0
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning—0
Order Matters: Matching Multiple Knowledge Graphs—0
Out-of-Sample Representation Learning for Knowledge Graphs—0
Pairing Conceptual Modeling with Machine Learning—0
Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge—0
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion—0
Pathformer: Recursive Path Query Encoding for Complex Logical Query Answering—0
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications—0
Pattern-based design applied to cultural heritage knowledge graphs—0
Pattern-based Visualization of Knowledge Graphs—0
Pattern Recognition and Event Detection on IoT Data-streams—0
PDD Graph: Bridging Electronic Medical Records and Biomedical Knowledge Graphs via Entity Linking—0
PeCoQ: A Dataset for Persian Complex Question Answering over Knowledge Graph—0
PerKGQA: Question Answering over Personalized Knowledge Graphs—0
Personal Health Knowledge Graphs for Patients—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