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 651–700 of 2974 papers

TitleStatusHype
Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs—0
LLM-KG-Bench 3.0: A Compass for SemanticTechnology Capabilities in the Ocean of LLMs—0
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation—0
Self-Reinforced Graph Contrastive LearningCode0
Agentic Publications: An LLM-Driven Framework for Interactive Scientific Publishing, Supplementing Traditional Papers with AI-Powered Knowledge Systems—0
Q^2Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs—0
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs—0
Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion—0
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
Hyperbolic Residual Quantization: Discrete Representations for Data with Latent Hierarchies—0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling—0
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models—0
Fully Geometric Multi-Hop Reasoning on Knowledge Graphs with Transitive Relations—0
MPRM: A Markov Path-based Rule Miner for Efficient and Interpretable Knowledge Graph Reasoning—0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
VITA: Versatile Time Representation Learning for Temporal Hyper-Relational Knowledge Graphs—0
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs—0
GraphOracle: A Foundation Model for Knowledge Graph Reasoning—0
Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM—0
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets—0
Leveraging Graph Retrieval-Augmented Generation to Support Learners' Understanding of Knowledge Concepts in MOOCs—0
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented GenerationCode0
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs—0
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge GraphCode0
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge BasesCode0
Efficient and Scalable Neural Symbolic Search for Knowledge Graph Complex Query Answering—0
HALO: Half Life-Based Outdated Fact Filtering in Temporal Knowledge GraphsCode0
SciCom Wiki: Fact-Checking and FAIR Knowledge Distribution for Scientific Videos and Podcasts—0
Injecting Knowledge Graphs into Large Language Models—0
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation—0
Causal knowledge graph analysis identifies adverse drug effects—0
Incremental Analysis of Legacy Applications Using Knowledge Graphs for Application Modernization—0
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking—0
Enhancing Text2Cypher with Schema Filtering—0
Structural Alignment in Link PredictionCode0
KERAIA: An Adaptive and Explainable Framework for Dynamic Knowledge Representation and Reasoning—0
Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection—0
Social Biases in Knowledge Representations of Wikidata separates Global North from Global SouthCode0
Using Knowledge Graphs to harvest datasets for efficient CLIP model trainingCode0
Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation—0
Real-time Spatial Retrieval Augmented Generation for Urban Environments—0
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair UseCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
Empowering Agentic Video Analytics Systems with Video Language Models—0
Graph RAG for Legal Norms: A Hierarchical and Temporal Approach—0
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers—0
Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal PerspectiveCode0
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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