Extracting Verb Sense Hierarchies from FrameNet
Ran Iwamoto, Kyoko Ohara
ICLC 2023
In recent years, two conceptually different interpretations of default expressions have been advanced: extensional interpretations, in which defaults are regarded as prescriptions for extending one's set of beliefs, and conditional interpretations, in which defaults are regarded as beliefs whose validity is bound to a particular context. The two interpretations possess virtues and limitations that are practically orthogonal to each other. The conditional interpretations successfully resolve arguments of different "specificity" (e.g., "penguins don't fly in spite of being birds") but fail to capture arguments of "irrelevance" (e.g., concluding "red birds fly" from "birds fly"). The opposite is true for the extensional interpretations. This paper develops a new account of defaults, called conditional entailment, which combines the benefits of the two interpretations. Like prioritized circumscriptions, conditional entailment resolves arguments by enforcing priorities among defaults. However, instead of having to be specified by the user, these priorities are extracted automatically from the knowledge base. Similarly, conditional entailment possesses a sound and complete proof theory, based on interacting arguments and amenable to implementation in conventional ATMSs. © 1992.
Ran Iwamoto, Kyoko Ohara
ICLC 2023
Salvatore Certo, Anh Pham, et al.
Quantum Machine Intelligence
Bing Zhang, Mikio Takeuchi, et al.
NAACL 2025
Kenneth L. Clarkson, Elad Hazan, et al.
Journal of the ACM