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 2251–2275 of 2974 papers

TitleStatusHype
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
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking—0
A Systematic Survey of Text Worlds as Embodied Natural Language Environments—0
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs—0
A Systematic Survey of Text Worlds as Embodied Natural Language Environments—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
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination—0
AsyncET: Asynchronous Learning for Knowledge Graph Entity Typing with Auxiliary Relations—0
QAnswer: Towards Question Answering Search over Websites—0
Q. Can Knowledge Graphs be used to Answer Boolean Questions? A. It’s complicated!—0
A Survey on Visual Transfer Learning using Knowledge Graphs—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
Trust from the past: Bayesian Personalized Ranking based Link Prediction in Knowledge Graphs—0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach—0
Quantum Machine Learning Algorithm for Knowledge Graphs—0
A Survey on Temporal Knowledge Graph: Representation Learning and Applications—0
Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph—0
A Survey on State-of-the-art Techniques for Knowledge Graphs Construction and Challenges ahead—0
A Conceptual Model for Attributions in Event-Centric Knowledge Graphs—0
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs—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