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 1151–1175 of 2974 papers

TitleStatusHype
Automating psychological hypothesis generation with AI: when large language models meet causal graph—0
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion—0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
Deep Outdated Fact Detection in Knowledge Graphs—0
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs—0
Automatic News Generation and Fact-Checking System Based on Language Processing—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
IERL: Interpretable Ensemble Representation Learning -- Combining CrowdSourced Knowledge and Distributed Semantic Representations—0
Deep Learning on Knowledge Graph for Recommender System: A Survey—0
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
Automatic Knowledge Graph Construction for Judicial Cases—0
An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap—0
Deconstructing Depression Stigma: Integrating AI-driven Data Collection and Analysis with Causal Knowledge Graphs—0
Addressing Hallucinations in Language Models with Knowledge Graph Embeddings as an Additional Modality—0
Interactive Contrastive Learning for Self-supervised Entity Alignment—0
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains—0
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs—0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
ICLEA: Interactive Contrastive Learning for Self-supervised Entity Alignment—0
Identifying Semantic Induction Heads to Understand In-Context Learning—0
Improved Knowledge Graph Embedding using Background Taxonomic Information—0
Improving Harmful Text Detection with Joint Retrieval and External Knowledge—0
InBox: Recommendation with Knowledge Graph using Interest Box Embedding—0
Infusing Knowledge into Large Language Models with Contextual Prompts—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