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 2751–2775 of 2974 papers

TitleStatusHype
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion—0
An Analysis of COVID-19 Knowledge Graph Construction and Applications—0
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data—0
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks—0
Formalising Hypothesis Virtues in Knowledge Graphs: A General Theoretical Framework and its Validation in Literature-Based Discovery Experiments—0
Unveiling Hidden Links Between Unseen Security Entities—0
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs—0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—0
Differentiable learning of numerical rules in knowledge graphs—0
TACAM: Topic And Context Aware Argument Mining—0
From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle—0
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs—0
From Data to City Indicators: A Knowledge Graph for Supporting Automatic Generation of Dashboards—0
Siren Federate: Bridging document, relational, and graph models for exploratory graph analysis—0
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs—0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs—0
Dialogue Shaping: Empowering Agents through NPC Interaction—0
From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules—0
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer—0
From Latent to Lucid: Transforming Knowledge Graph Embeddings into Interpretable Structures with KGEPrisma—0
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval—0
From Natural Language to RDF Graphs with Pregroups—0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems—0
From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs—0
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic 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