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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 651–675 of 2974 papers

TitleStatusHype
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation—0
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
LLM-KG-Bench 3.0: A Compass for SemanticTechnology Capabilities in the Ocean of LLMs—0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Agentic Publications: An LLM-Driven Framework for Interactive Scientific Publishing, Supplementing Traditional Papers with AI-Powered Knowledge Systems—0
Self-Reinforced Graph Contrastive LearningCode0
Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs—0
Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion—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
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
Hyperbolic Residual Quantization: Discrete Representations for Data with Latent Hierarchies—0
Fully Geometric Multi-Hop Reasoning on Knowledge Graphs with Transitive Relations—0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling—0
MPRM: A Markov Path-based Rule Miner for Efficient and Interpretable Knowledge Graph Reasoning—0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models—0
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
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge GraphCode0
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs—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