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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2476–2500 of 2974 papers

TitleStatusHype
SciCom Wiki: Fact-Checking and FAIR Knowledge Distribution for Scientific Videos and Podcasts—0
Dynamic Fault Analysis in Substations Based on Knowledge Graphs—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering—0
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots—0
Dynamic Knowledge Selector and Evaluator for recommendation with Knowledge Graph—0
Dynamic Multi-Domain Knowledge Networks for Chest X-ray Report Generation—0
Drug Re-positioning via Text Augmented Knowledge Graph Embeddings—0
SciCUEval: A Comprehensive Dataset for Evaluating Scientific Context Understanding in Large Language Models—0
DrugAgent: Multi-Agent Large Language Model-Based Reasoning for Drug-Target Interaction Prediction—0
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs—0
Who killed Lilly Kane? A case study in applying knowledge graphs to crime fiction—0
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs—0
Easy Semantification of Bioassays—0
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation—0
Anomaly Detection and Classification in Knowledge Graphs—0
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design—0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Edge: Enriching Knowledge Graph Embeddings with External Text—0
Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs—0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs—0
Effects of Locality and Rule Language on Explanations for Knowledge Graph Embeddings—0
DRILL-- Deep Reinforcement Learning for Refinement Operators in ALC—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