A new RL Feasibility Index based on task learnability via reinforcement learning diverges from prior AI exposure measures, rating operational jobs like power plant operators as highly feasible while rating creative and interpersonal roles as less so.
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AI writing distorts perceived writer personas across 29 dimensions in large experiments, and reward-model mitigation reduces but does not eliminate user preference for the AI.
Chatbot AI systems often fail complex needs while projecting authority, contributing to deskilling, labor displacement, economic concentration, and high environmental costs, so alternative pluralistic and task-specific designs are needed.
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What Jobs Can AI Learn? Measuring Exposure by Reinforcement Learning
A new RL Feasibility Index based on task learnability via reinforcement learning diverges from prior AI exposure measures, rating operational jobs like power plant operators as highly feasible while rating creative and interpersonal roles as less so.
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Measuring and Mitigating Persona Distortions from AI Writing Assistance
AI writing distorts perceived writer personas across 29 dimensions in large experiments, and reward-model mitigation reduces but does not eliminate user preference for the AI.
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What if AI systems weren't chatbots?
Chatbot AI systems often fail complex needs while projecting authority, contributing to deskilling, labor displacement, economic concentration, and high environmental costs, so alternative pluralistic and task-specific designs are needed.