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 1201–1250 of 2974 papers

TitleStatusHype
Cyber-All-Intel: An AI for Security related Threat Intelligence—0
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting—0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model—0
High-Throughput Vector Similarity Search in Knowledge Graphs—0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision—0
A Universal Knowledge Model and Cognitive Architecture for Prototyping AGI—0
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction—0
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction—0
Integrating 3D City Data through Knowledge Graphs—0
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks—0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks—0
Injecting Knowledge Graphs into Large Language Models—0
Analysis of Drug repurposing Knowledge graphs for Covid-19—0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment—0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning—0
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks—0
Analysing the Requirements for an Open Research Knowledge Graph: Use Cases, Quality Requirements and Construction Strategies—0
Heterogeneous Graph Sparsification for Efficient Representation Learning—0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function—0
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research—0
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models—0
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets—0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration—0
Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce—0
Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks—0
Hierarchical Pretraining for Biomedical Term Embeddings—0
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion—0
Cryptanalysis of the SIMON Cypher Using Neo4j—0
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities—0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision—0
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs—0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records—0
Cross-Document Contextual Coreference Resolution in Knowledge Graphs—0
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic—0
Information for Conversation Generation: Proposals Utilising Knowledge Graphs—0
TINKER: A framework for Open source Cyberthreat Intelligence—0
Infusing Knowledge into Large Language Models with Contextual Prompts—0
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion—0
Integrating Graph Contextualized Knowledge into Pre-trained Language Models—0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs—0
Intention Knowledge Graph Construction for User Intention Relation Modeling—0
HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation—0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
How Good is ChatGPT in Giving Adaptive Guidance Using Knowledge Graphs in E-Learning Environments?—0
Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance—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