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 2576–2600 of 2974 papers

TitleStatusHype
Enhancing Multi-Hop Knowledge Graph Reasoning through Reward Shaping Techniques—0
Semantic Data Management in Data Lakes—0
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note—0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs—0
Do Larger Language Models Imply Better Reasoning? A Pretraining Scaling Law for Reasoning—0
Enhancing Text2Cypher with Schema Filtering—0
Enriching a Fashion Knowledge Graph from Product Textual Descriptions—0
Bridging LLMs and KGs without Fine-Tuning: Intermediate Probing Meets Subgraph-Aware Entity Descriptions—0
Semantic Entity Enrichment by Leveraging Multilingual Descriptions for Link Prediction—0
Enriching Wikidata with Linked Open Data—0
Do KG-augmented Models Leverage Knowledge as Humans Do?—0
A Neural Question Answering Model Based on Semi-Structured Tables—0
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation—0
LLMs Plagiarize: Ensuring Responsible Sourcing of Large Language Model Training Data Through Knowledge Graph Comparison—0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion—0
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing—0
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion?—0
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies—0
Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods—0
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs—0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer—0
Do as I can, not as I get—0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web—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