Plug-and-Play Adaptation for Continuously-updated QA
Kyungjae Lee, Wookje Han, Seung-won Hwang, Hwaran Lee, Joonsuk Park, Sang-Woo Lee
2022Findings of the Association for Computational Linguistics: ACL 202211 citationsDOIOpen Access PDF
Abstract
Language models (LMs) have shown great potential as implicit knowledge bases (KBs). And for their practical use, knowledge in LMs need to be updated periodically. However, existing tasks to assess LMs' efficacy as KBs do not adequately consider multiple large-scale updates.
Topics & Concepts
Computer scienceAdaptation (eye)Task (project management)Baseline (sea)Scale (ratio)Plug and playPlug-inMachine learningArtificial intelligenceProgramming languageOceanographyGeologyOpticsQuantum mechanicsManagementOperating systemPhysicsEconomicsTopic ModelingNatural Language Processing TechniquesMultimodal Machine Learning Applications