Production Systems (in the AI sense) are returning after a period of dominance of connectionist #ML. Increasingly important regulatory efforts to infuse #ethics into intelligent systems or initiatives to codify social norms seem to have created new interest in hybrid architectures that include rule-based architectures.
It appears that modeling knowledge-intensive problems of adhering to various technical or legal standards is still a crucial area where production systems can play an important role. We are looking at tasks where explicit representation is combined with nonlinear, combinatorically challenging interactions with sensing platforms. Computational tools that borrow from cognitive science, handle uncertainty, and utilize fuzzy logic are still important to the AI community. #contentmoderation #AI #productionsystems #intelligentsystems #aiethics #airegulation #cognitivescience #fuzzylogic #reasoning #uncertainty
https://aclanthology.org/2021.germeval-1.10/
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