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hyperbolic_discounting
Hyperbolic discounting is the tendency to prefer smaller, immediate rewards over larger, later rewards, with the preference reversal becoming more extreme as the immediate option gets closer in time. Unlike exponential discounting (which would be time-consistent), hyperbolic discounting leads to dynamically inconsistent preferences - people make plans for the future that they later abandon when the moment arrives.
A person genuinely intends to start saving $500 per month 'next month' but when next month arrives, they spend the money on immediate wants instead. This cycle repeats indefinitely, with the intention always deferred to a future self.
A graduate student knows she should spend Saturday working on her thesis, which is due in three months, but chooses to binge-watch a series instead, telling herself she will put in extra hours 'starting Sunday.' Sunday arrives and the same trade-off repeats.
A smoker genuinely plans to quit 'after the holidays,' then 'after this stressful project at work,' then 'once things calm down in spring' — each time choosing the immediate comfort of the next cigarette over the larger long-term benefit of quitting now.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is a smaller immediate benefit chosen over a substantially larger delayed benefit?
Type: binaryDoes the reasoning undervalue long-term consequences in favor of short-term gains?
Type: binaryWould the preference reverse if both options were delayed equally?
Type: binaryHyperbolic discounting is the tendency to prefer smaller, immediate rewards over larger, later rewards, with the preference reversal becoming more extreme as the immediate option gets closer in time. Unlike exponential discounting (which would be time-consistent), hyperbolic discounting leads to dynamically inconsistent preferences - people make plans for the future that they later abandon when the moment arrives.
The brain processes immediate and delayed rewards using different neural systems. Immediate rewards activate the limbic system (emotional, impulsive), while delayed rewards engage the prefrontal cortex (rational, planning). The emotional system often wins in the moment.
Use commitment devices that lock in future behavior (automatic savings, pre-commitments). When facing a tempting immediate reward, imagine yourself at the future date regretting the choice.
Hyperbolic discounting explains procrastination, under-saving for retirement, overeating despite diet intentions, addiction, and the widespread failure to follow through on New Year's resolutions.
Use these tools to detect, analyze, or train this aspect.