few-shot task
Information about AI from the News, Publications, and Conferences
Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis
If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
Few shot Relational Reasoning via Connection
Neural Information Processing Systems
Few-shot knowledge graph (KG) completion task aims to perform inductive reasoning over the KG: given only a few support triplets of a new relation ./(e.g., (chop, ./,
- Asia > Middle East > Israel > Tel Aviv District > Tel Aviv (0.04)
- North America > United States > California (0.04)
TowardsPracticalFew-ShotQuerySets: TransductiveMinimumDescriptionLengthInference
Neural Information Processing Systems
Inparticular,foreach task at testing time, theclasses effectivelypresent intheunlabeled query setareknown a priori, and correspond exactly to the set of classes represented in the labeled supportset.