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 2626–2650 of 2974 papers

TitleStatusHype
Evaluation Dataset and Methodology for Extracting Application-Specific Taxonomies from the Wikipedia Knowledge Graph—0
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning—0
Semantics, Ontology and Explanation—0
EventKE: Event-Enhanced Knowledge Graph Embedding—0
EventKG: A Multilingual Event-Centric Temporal Knowledge Graph—0
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation—0
EventKG+TL: Creating Cross-Lingual Timelines from an Event-Centric Knowledge Graph—0
A*Net and NBFNet Learn Negative Patterns on Knowledge Graphs—0
Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning—0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs—0
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs—0
Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems—0
Semantic Web and Creative AI -- A Technical Report from ISWS 2023—0
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs—0
Information Flow in Graph Neural Networks: A Clinical Triage Use Case—0
ExBERT: An External Knowledge Enhanced BERT for Natural Language Inference—0
Diversified and Adaptive Negative Sampling on Knowledge Graphs—0
ExKG-LLM: Leveraging Large Language Models for Automated Expansion of Cognitive Neuroscience Knowledge Graphs—0
SemEval-2021 Task 8: MeasEval -- Extracting Counts and Measurements and their Related Contexts—0
Expanding Holographic Embeddings for Knowledge Completion—0
Expanding Knowledge Graphs with Humans in the Loop—0
An Entity-centric Approach for Overcoming Knowledge Graph Sparsity—0
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning—0
Unsupervised Domain Adaptation of Contextual Embeddings for Low-Resource Duplicate Question Detection—0
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs—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