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
Is it a Fruit, an Apple or a Granny Smith? Predicting the Basic Level in a Concept Hierarchy0
Is Knowledge Embedding Fully Exploited in Language Understanding? An Empirical Study0
Guiding Generative Storytelling with Knowledge Graphs0
iTelos -- Purpose Driven Knowledge Graph Generation0
Guided Generation of Cause and Effect0
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning0
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction0
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs0
It's the Same Old Story! Enriching Event-Centric Knowledge Graphs by Narrative Aspects0
iWarded: A System for Benchmarking Datalog+/- Reasoning (technical report)0
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding0
JEL: Applying End-to-End Neural Entity Linking in JPMorgan Chase0
Joint Detection and Coreference Resolution of Entities and Events with Document-level Context Aggregation0
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning0
Joint Embedding Learning of Educational Knowledge Graphs0
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations0
Knowledge Based Template Machine Translation In Low-Resource Setting0
Discovering Technology Gaps using the IntSight Knowledge Navigator0
Growing and Serving Large Open-domain Knowledge Graphs0
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering0
Jointly Embedding Knowledge Graphs and Logical Rules0
Grounding LLM Reasoning with Knowledge Graphs0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering0
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge0
Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding0
Grid-Based Projection of Spatial Data into Knowledge Graphs0
GREG: A Global Level Relation Extraction with Knowledge Graph Embedding0
COVID-19 and Company Knowledge Graphs: Assessing Golden Powers and Economic Impact of Selective Lockdown via AI Reasoning0
Joint Representations of Text and Knowledge Graphs for Retrieval and Evaluation0
Joint Semantic and Structural Representation Learning for Enhancing User Preference Modelling0
JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs0
Just KIDDIN: Knowledge Infusion and Distillation for Detection of INdecent Memes0
KAAE: Numerical Reasoning for Knowledge Graphs via Knowledge-aware Attributes Learning0
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought0
Knowledge-aware Neural Networks with Personalized Feature Referencing for Cold-start Recommendation0
GreaseLM: Graph REASoning Enhanced Language Models0
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment0
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency0
GREASE: A Generative Model for Relevance Search over Knowledge Graphs0
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes0
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation0
Diversified and Adaptive Negative Sampling on Knowledge Graphs0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering0
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing0
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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