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

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Showing 1001–1025 of 2974 papers

TitleStatusHype
XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMsCode1
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning—0
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey—0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge—0
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions—0
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases—0
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding—0
Knowledgeable Preference Alignment for LLMs in Domain-specific Question AnsweringCode1
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs—0
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion—0
NLQxform: A Language Model-based Question to SPARQL TransformerCode0
Validating ChatGPT Facts through RDF Knowledge Graphs and Sentence Similarity—0
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph EnrichmentCode1
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction—0
R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQLCode1
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based GamesCode0
Distance-Based Propagation for Efficient Knowledge Graph ReasoningCode0
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsCode1
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
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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