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 1451–1500 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
Ontologies for Models and Algorithms in Applied Mathematics and Related Disciplines—0
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text—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
Graph Agent: Explicit Reasoning Agent for Graphs—0
Translating Universal Scene Descriptions into Knowledge Graphs for Robotic Environment—0
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph—0
Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph RepresentationCode0
Natural Language Processing for Drug Discovery Knowledge Graphs: promises and pitfalls—0
Context-aware explainable recommendations over knowledge graphs—0
Enhancing Biomedical Lay Summarisation with External Knowledge GraphsCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation—0
Semantic Data Management in Data Lakes—0
Universal Knowledge Graph EmbeddingsCode0
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
Knowledge Graph Context-Enhanced Diversified RecommendationCode0
Graph AI in Medicine—0
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation—0
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
Solving Hard Analogy Questions with Relation Embedding ChainsCode0
Multi-view Contrastive Learning for Entity Typing over Knowledge GraphsCode0
A Benchmark for Semi-Inductive Link Prediction in Knowledge GraphsCode0
Systematic Assessment of Factual Knowledge in Large Language Models—0
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise DetectionCode0
Accurate prediction of international trade flows: Leveraging knowledge graphs and their embeddings—0
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge GraphsCode0
Integrating 3D City Data through Knowledge Graphs—0
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities—0
Node-based Knowledge Graph Contrastive Learning for Medical Relationship PredictionCode0
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer—0
Open-Set Knowledge-Based Visual Question Answering with Inference PathsCode0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—0
What can knowledge graph alignment gain with Neuro-Symbolic learning approaches?—0
Semantic Association Rule Learning from Time Series Data and Knowledge Graphs—0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
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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