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

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Showing 401–425 of 2974 papers

TitleStatusHype
Towards a Knowledge Graph for Teaching Knowledge Graphs—0
Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models—0
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs—0
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models—0
Detecting text level intellectual influence with knowledge graph embeddings—0
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge GraphsCode2
Semantic Enrichment of the Quantum Cascade Laser Properties in Text- A Knowledge Graph Generation ApproachCode0
DAGE: DAG Query Answering via Relational Combinator with Logical Constraints—0
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment—0
Resilience in Knowledge Graph Embeddings—0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models—0
Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce—0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs—0
Knowledge Graph Enhanced Language Agents for Recommendation—0
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains—0
Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning—0
Graphusion: A RAG Framework for Knowledge Graph Construction with a Global PerspectiveCode1
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency—0
Atomic Fact Decomposition Helps Attributed Question Answering—0
Towards a Reliable Offline Personal AI Assistant for Long Duration Spaceflight—0
Information for Conversation Generation: Proposals Utilising Knowledge Graphs—0
The S2 Hierarchical Discrete Global Grid as a Nexus for Data Representation, Integration, and Querying Across Geospatial Knowledge Graphs—0
Enabling Scalable Evaluation of Bias Patterns in Medical LLMsCode0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
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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