A new AI evaluation cosmos: ready to play the game?

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  • dc.contributor.author Hernández-Orallo, José
  • dc.contributor.author Baroni, Marco
  • dc.contributor.author Bieger, Jordi
  • dc.contributor.author Chmait, Nader
  • dc.contributor.author Dowe, David L.
  • dc.contributor.author Hofmann, Katja
  • dc.contributor.author Martínez Plumed, Fernando
  • dc.contributor.author Strannegård, Claes
  • dc.contributor.author Thórissons, Kristinn R.
  • dc.date.accessioned 2021-05-19T09:50:48Z
  • dc.date.available 2021-05-19T09:50:48Z
  • dc.date.issued 2017
  • dc.description.abstract We report on a series of new platforms and events dealing with AI evaluation that may change the way in which AI systems are compared and their progress is measured. The introduction of a more diverse and challenging set of tasks in these platforms can feed AI research in the years to come, shaping the notion of success and the directions of the field. However, the playground of tasks and challenges presented there may misdirect the field without some meaningful structure and systematic guidelines for its organization and use. Anticipating this issue, we also report on several initiatives and workshops that are putting the focus on analyzing the similarity and dependencies between tasks, their difficulty, what capabilities they really measure and – ultimately – on elaborating new concepts and tools that can arrange tasks and benchmarks into a meaningful taxonomy.en
  • dc.format.mimetype application/pdf
  • dc.identifier.citation Hernandez-Orallo J, Baroni M, Bieger J, Chamit N, Dowe DL, Hofmann K, Martinez-Plumed F, Strannegård C, Thórissons KR. A new AI evaluation cosmos: ready to play the game?. AI Mag. 2017 Oct 2;38(3):66-9. DOI: 10.1609/aimag.v38i3.2748
  • dc.identifier.doi http://dx.doi.org/10.1609/aimag.v38i3.2748
  • dc.identifier.issn 0738-4602
  • dc.identifier.uri http://hdl.handle.net/10230/47604
  • dc.language.iso eng
  • dc.publisher Association for the Advancement of Artificial Intelligence (AAAI)
  • dc.relation.ispartof AI Magazine. 2017 Oct 2;38(3):66-9
  • dc.rights © 2017, Association for the Advancement of Artificial Intelligence (www.aaai.org)
  • dc.rights.accessRights info:eu-repo/semantics/openAccess
  • dc.title A new AI evaluation cosmos: ready to play the game?en
  • dc.type info:eu-repo/semantics/article
  • dc.type.version info:eu-repo/semantics/acceptedVersion