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 626–650 of 2974 papers

TitleStatusHype
Embedding Knowledge Graphs Based on Transitivity and Antisymmetry of Rules—0
Embedding Method for Knowledge Graph with Densely Defined Ontology—0
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering—0
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse—0
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion—0
Combining Knowledge Graphs and Large Language Models—0
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering—0
A Knowledge Graph-Based Search Engine for Robustly Finding Doctors and Locations in the Healthcare Domain—0
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems—0
Combination of Unified Embedding Model and Observed Features for Knowledge Graph Completion—0
ASGM-KG: Unveiling Alluvial Gold Mining Through Knowledge Graphs—0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment—0
A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention—0
A Contextualized BERT model for Knowledge Graph Completion—0
EICopilot: Search and Explore Enterprise Information over Large-scale Knowledge Graphs with LLM-driven Agents—0
Embedding Models for Episodic Knowledge Graphs—0
Emulating the Human Mind: A Neural-symbolic Link Prediction Model with Fast and Slow Reasoning and Filtered Rules—0
Collective Knowledge Graph Completion with Mutual Knowledge Distillation—0
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking—0
Efficient Relational Context Perception for Knowledge Graph Completion—0
Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus—0
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models—0
A Constraint-based Recommender System via RDF Knowledge Graphs—0
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration—0
Efficiently Embedding Dynamic 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