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 1401–1425 of 2974 papers

TitleStatusHype
A review of feature selection strategies utilizing graph data structures and knowledge graphs—0
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions—0
Entity Type Prediction in Knowledge Graphs using Embeddings—0
ChronoR: Rotation Based Temporal Knowledge Graph Embedding—0
Entity Profiling in Knowledge Graphs—0
Entity Prediction in Knowledge Graphs with Joint Embeddings—0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support—0
Entity Extraction from Wikipedia List Pages—0
Chinese Hypernym-Hyponym Extraction from User Generated Categories—0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web—0
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs—0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities—0
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management—0
A Comprehensive Survey on Automatic Knowledge Graph Construction—0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Multi-Level Querying using A Knowledge Pyramid—0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer—0
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning—0
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies—0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs—0
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing—0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion—0
LLMs Plagiarize: Ensuring Responsible Sourcing of Large Language Model Training Data Through Knowledge Graph Comparison—0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots—0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues—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