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

Showing 826850 of 2974 papers

TitleStatusHype
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling0
Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Persona0
Linguistic and Structural Basis of Engineering Design Knowledge0
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey0
Empowering Agentic Video Analytics Systems with Video Language Models0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs0
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph0
Empowering machine learning models with contextual knowledge for enhancing the detection of eating disorders in social media posts0
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa0
Filling a Knowledge Graph with a Crowd0
Emulating the Human Mind: A Neural-symbolic Link Prediction Model with Fast and Slow Reasoning and Filtered Rules0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective0
Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management0
CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations0
End-to-end argumentation knowledge graph construction0
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs0
End-to-End Learning for Answering Structured Queries Directly over Text0
Capturing Knowledge Graphs and Rules with Octagon Embeddings0
Carbon Figures of Merit Knowledge Creation with a Hybrid Solution and Carbon Tables API0
End-to-End Video Classification with Knowledge Graphs0
Engineering Knowledge Graph from Patent Database0
Engineering Semantic Communication: A Survey0
Enhanced Knowledge Graphs Using Typed Entailment Graphs0
From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified