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

Showing 14011450 of 2974 papers

TitleStatusHype
RDF-star2Vec: RDF-star Graph Embeddings for Data MiningCode0
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs0
Anchoring Path for Inductive Relation Prediction in Knowledge GraphsCode0
Relation-Aware Question Answering for Heterogeneous Knowledge GraphsCode0
Zero-Shot Fact-Checking with Semantic Triples and Knowledge Graphs0
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge GraphsCode0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion0
M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge BaseCode0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction0
KGLens: Towards Efficient and Effective Knowledge Probing of Large Language Models with Knowledge Graphs0
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews0
NestE: Modeling Nested Relational Structures for Knowledge Graph ReasoningCode0
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue0
CoRTEx: Contrastive Learning for Representing Terms via Explanations with Applications on Constructing Biomedical Knowledge GraphsCode0
Linguistic and Structural Basis of Engineering Design Knowledge0
Vehicle Lane Change Prediction based on Knowledge Graph Embeddings and Bayesian Inference0
KnowGPT: Knowledge Graph based Prompting for Large Language Models0
ConvD: Attention Enhanced Dynamic Convolutional Embeddings for Knowledge Graph Completion0
Finding Paths for Explainable MOOC Recommendation: A Learner PerspectiveCode0
Learning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction PredictionCode0
Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
Scalable Knowledge Graph Construction and Inference on Human Genome Variants0
Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking TechniqueCode0
Exploring the Reversal Curse and Other Deductive Logical Reasoning in BERT and GPT-Based Large Language ModelsCode0
Large Knowledge Model: Perspectives and Challenges0
Local-Global History-aware Contrastive Learning for Temporal Knowledge Graph Reasoning0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
Location Sensitive Embedding for Knowledge Graph Reasoning0
On Exploring the Reasoning Capability of Large Language Models with Knowledge Graphs0
Semantic Parsing for Question Answering over Knowledge Graphs0
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language PretrainingCode0
Rule-Guided Joint Embedding Learning over Knowledge Graphs0
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)0
BioLORD-2023: Semantic Textual Representations Fusing LLM and Clinical Knowledge Graph Insights0
The WebCrow French Crossword Solver0
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management0
Dynamic Fault Analysis in Substations Based on Knowledge Graphs0
Towards a Gateway for Knowledge Graph Schemas Collection, Analysis, and Embedding0
Exploring Naive Bayes Classifiers for Tabular Data to Knowledge Graph Matching0
DREIFLUSS: A Minimalist Approach for Table Matching0
Using Causal Threads to Explain Changes in a Dynamic System0
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization0
Enhancing Emergency Decision-making with Knowledge Graphs and Large Language Models0
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion?0
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge0
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey0
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified