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 2426–2450 of 2974 papers

TitleStatusHype
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation—0
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models—0
Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement—0
Roof-BERT: Divide Understanding Labour and Join in Work—0
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space—0
A Practical Entity Linking System for Tables in Scientific Literature—0
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification—0
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs—0
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion—0
RTF: Region-based Table Filling Method for Relational Triple Extraction—0
What relations are reliably embeddable in Euclidean space?—0
Unified Representation of Genomic and Biomedical Concepts through Multi-Task, Multi-Source Contrastive Learning—0
Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics—0
Approximate Answering of Graph Queries—0
Rule-Guided Joint Embedding Learning over Knowledge Graphs—0
Rule Mining over Knowledge Graphs via Reinforcement Learning—0
Applying Personal Knowledge Graphs to Health—0
Rx Strategist: Prescription Verification using LLM Agents System—0
Applications of Large Models in Medicine—0
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graphs—0
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation—0
Safety Control of Service Robots with LLMs and Embodied Knowledge Graphs—0
A Planet Scale Spatial-Temporal Knowledge Graph Based On OpenStreetMap And H3 Grid—0
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation—0
Unifying Large Language Models and Knowledge Graphs: A Roadmap—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