Skill Internalization
In skill-driven reinforcement learning, the phenomenon in which an executor gradually absorbs the behavioral patterns carried by external textual skills into its own policy through training, so that tasks can be completed at inference time without the skills.
Timeline (last 90 days)
Skill internalization refers to the Executor gradually absorbing the behavioral patterns carried by external textual skills into its own policy during training, so that at inference time it can complete the same type of task even without skills being provided.
The risk of skill internalization is that if there is a shift between the training distribution and the deployment distribution, the internalized capabilities may fail to generalize, and the quality of the outcome verification signal directly determines the reliability of internalization.
All Facts (2)
Skill internalization refers to the Executor gradually absorbing the behavioral patterns carried by external textual skills into its own policy during training, so that at inference time it can complete the same type of task even without skills being provided.
50%UnverifiedThe risk of skill internalization is that if there is a shift between the training distribution and the deployment distribution, the internalized capabilities may fail to generalize, and the quality of the outcome verification signal directly determines the reliability of internalization.
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