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 1001–1050 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
Translating Universal Scene Descriptions into Knowledge Graphs for Robotic Environment—0
Graph Agent: Explicit Reasoning Agent for Graphs—0
Natural Language Processing for Drug Discovery Knowledge Graphs: promises and pitfalls—0
Enhancing Biomedical Lay Summarisation with External Knowledge GraphsCode0
Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph RepresentationCode0
Context-aware explainable recommendations over knowledge graphs—0
Semantic Data Management in Data Lakes—0
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation—0
Linking Surface Facts to Large-Scale Knowledge GraphsCode1
Universal Knowledge Graph EmbeddingsCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
Emulating the Human Mind: A Neural-symbolic Link Prediction Model with Fast and Slow Reasoning and Filtered Rules—0
Leveraging Knowledge Graphs for Orphan Entity Allocation in Resume Processing—0
Graph AI in Medicine—0
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation—0
Knowledge Graph Context-Enhanced Diversified RecommendationCode0
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed DialoguesCode0
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering GroundingCode0
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise DetectionCode0
Solving Hard Analogy Questions with Relation Embedding ChainsCode0
Systematic Assessment of Factual Knowledge in Large Language Models—0
Multi-view Contrastive Learning for Entity Typing over Knowledge GraphsCode0
A Benchmark for Semi-Inductive Link Prediction in Knowledge GraphsCode0
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge GraphsCode0
Integrating 3D City Data through Knowledge Graphs—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