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 276–300 of 2974 papers

TitleStatusHype
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks—0
Causal Claims in Economics—0
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions—0
Quantifying Relational Exploration in Cultural Heritage Knowledge Graphs with LLMs: A Neuro-Symbolic Approach—0
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph EmbeddingsCode0
TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge GraphsCode0
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT—0
KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion—0
KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs—0
RecKG: Knowledge Graph for Recommender SystemsCode1
Personalized Graph-Based Retrieval for Large Language ModelsCode1
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge GraphsCode1
Language-Guided Audio-Visual Learning for Long-Term Sports AssessmentCode1
Efficient support ticket resolution using Knowledge Graphs—0
Efficient Relational Context Perception for Knowledge Graph Completion—0
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion—0
Detection-Fusion for Knowledge Graph Extraction from VideosCode0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement—0
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge GraphsCode0
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems—0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs—0
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG—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