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 1451–1475 of 2974 papers

TitleStatusHype
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases—0
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions—0
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding—0
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion—0
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs—0
Validating ChatGPT Facts through RDF Knowledge Graphs and Sentence Similarity—0
NLQxform: A Language Model-based Question to SPARQL TransformerCode0
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction—0
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based GamesCode0
Distance-Based Propagation for Efficient Knowledge Graph ReasoningCode0
EXTRACT: Explainable Transparent Control of Bias in Embeddings—0
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text—0
Ontologies for Models and Algorithms in Applied Mathematics and Related Disciplines—0
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination—0
Robust NL-to-Cypher Translation for KBQA: Harnessing Large Language Model with Chain of Prompts—0
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph—0
Translating Universal Scene Descriptions into Knowledge Graphs for Robotic Environment—0
Graph Agent: Explicit Reasoning Agent for Graphs—0
Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph RepresentationCode0
Enhancing Biomedical Lay Summarisation with External Knowledge GraphsCode0
Natural Language Processing for Drug Discovery Knowledge Graphs: promises and pitfalls—0
Context-aware explainable recommendations over knowledge graphs—0
Universal Knowledge Graph EmbeddingsCode0
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation—0
Semantic Data Management in Data Lakes—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