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 1726–1750 of 2974 papers

TitleStatusHype
Privacy-Preserving Synthetically Augmented Knowledge Graphs with Semantic Utility—0
Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures—0
Probabilistic Knowledge Graph Embeddings—0
Probability Calibration for Knowledge Graph Embedding Models—0
Procedure Model for Building Knowledge Graphs for Industry Applications—0
Proceedings of the KG-BIAS Workshop 2020 at AKBC 2020—0
ProcK: Machine Learning for Knowledge-Intensive Processes—0
PRODIGY: Enabling In-context Learning Over Graphs—0
ProjB: An Improved Bilinear Biased ProjE model for Knowledge Graph Completion—0
Prompt-fused framework for Inductive Logical Query Answering—0
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts—0
Proposition Knowledge Graphs—0
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs—0
ProVe: A Pipeline for Automated Provenance Verification of Knowledge Graphs against Textual Sources—0
A Method to Learn Embedding of a Probabilistic Medical Knowledge Graph: Algorithm Development—0
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment—0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
Q^2Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs—0
QA2Explanation: Generating and Evaluating Explanations for Question Answering Systems over Knowledge Graph—0
QAnswer: Towards Question Answering Search over Websites—0
Q. Can Knowledge Graphs be used to Answer Boolean Questions? A. It’s complicated!—0
QirK: Question Answering via Intermediate Representation on Knowledge Graphs—0
QMUL-SDS @ SardiStance: Leveraging Network Interactions to Boost Performance on Stance Detection using Knowledge Graphs—0
Decoding Intelligence: A Framework for Certifying Knowledge Comprehension in LLMs—0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach—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