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 776–800 of 2974 papers

TitleStatusHype
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities—0
Exploiting Knowledge Graphs for Facilitating Product/Service Discovery—0
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge Graphs for Accuracy Critical Generative AI Applications—0
Dynamic Multi-Domain Knowledge Networks for Chest X-ray Report Generation—0
Dynamic Knowledge Selector and Evaluator for recommendation with Knowledge Graph—0
Answering Complex Questions by Joining Multi-Document Evidence with Quasi Knowledge Graphs—0
Accurate prediction of international trade flows: Leveraging knowledge graphs and their embeddings—0
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots—0
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering—0
Bridge: A Unified Framework to Knowledge Graph Completion via Language Models and Knowledge Representation—0
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution—0
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Bootstrapping Large-scale Named Entities using URL-Text Hybrid Patterns—0
Easy Semantification of Bioassays—0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Edge: Enriching Knowledge Graph Embeddings with External Text—0
Explainable Session-based Recommendation via Path Reasoning—0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
Dynamic Fault Analysis in Substations Based on Knowledge Graphs—0
Efficient and Scalable Neural Symbolic Search for Knowledge Graph Complex Query Answering—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
A Framework for Institutional Risk Identification using Knowledge Graphs and Automated News Profiling—0
DURENDAL: Graph deep learning framework for temporal heterogeneous networks—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