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 1351–1375 of 2974 papers

TitleStatusHype
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking—0
Explainable GNN-Based Models over Knowledge Graphs—0
Explainable Fact Checking with Probabilistic Answer Set Programming—0
Explainable Entity-based Recommendations with Knowledge Graphs—0
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs—0
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings—0
A Semantic Filter Based on Relations for Knowledge Graph Completion—0
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration—0
A Constraint-based Recommender System via RDF Knowledge Graphs—0
Expanding Knowledge Graphs with Humans in the Loop—0
Expanding Holographic Embeddings for Knowledge Completion—0
Co-embedding of Nodes and Edges with Graph Neural Networks—0
ExKG-LLM: Leveraging Large Language Models for Automated Expansion of Cognitive Neuroscience Knowledge Graphs—0
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation—0
ExBERT: An External Knowledge Enhanced BERT for Natural Language Inference—0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
COCO-EX: A Tool for Linking Concepts from Texts to ConceptNet—0
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs—0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs—0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training—0
CN-HIT-IT.NLP at SemEval-2020 Task 4: Enhanced Language Representation with Multiple Knowledge Triples—0
EventKG+TL: Creating Cross-Lingual Timelines from an Event-Centric Knowledge Graph—0
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation—0
Clustering Semantic Predicates in the Open Research Knowledge Graph—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—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