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Papers Time-interval Prediction

“Time-interval Prediction” 태그가 달린 논문 4편 · 필터 해제

Leveraging Pre-trained Language Models for Time Interval Prediction in Text-Enhanced Temporal Knowledge Graphs

2023-09-28 · Duygu Sezen Islakoglu, Mel Chekol, Yannis Velegrakis

Most knowledge graph completion (KGC) methods learn latent representations of entities and relations of a given graph by mapping them into a vector space. Although the majority of these methods focus on static knowledge …

Knowledge Graph CompletionKnowledge GraphsLink PredictionRepresentation Learning+3

NeuSTIP: A Novel Neuro-Symbolic Model for Link and Time Prediction in Temporal Knowledge Graphs

2023-05-15 · Ishaan Singh, Navdeep Kaur, Garima Gaur, Mausam

While Knowledge Graph Completion (KGC) on static facts is a matured field, Temporal Knowledge Graph Completion (TKGC), that incorporates validity time into static facts is still in its nascent stage. The KGC methods fall…

Knowledge Graph CompletionKnowledge GraphsLanguage ModelingLanguage Modelling+4

Time in a Box: Advancing Knowledge Graph Completion with Temporal Scopes

2021-11-12 · Ling Cai, Krzysztof Janowic, Bo Yan, Rui Zhu 외

Almost all statements in knowledge bases have a temporal scope during which they are valid. Hence, knowledge base completion (KBC) on temporal knowledge bases (TKB), where each statement \textit{may} be associated with a…

Knowledge Base CompletionKnowledge Graph CompletionLink PredictionTime-interval Prediction+1

Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols

2020-05-02 · EMNLP 2020 11 · Prachi Jain, Sushant Rathi, Mausam, Soumen Chakrabarti

Temporal knowledge bases associate relational (s,r,o) triples with a set of times (or a single time instant) when the relation is valid. While time-agnostic KB completion (KBC) has witnessed significant research, tempora…

Knowledge Base CompletionKnowledge Graph CompletionKnowledge GraphsLink Prediction+5
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