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Detection != Reliable Control: Decodable Empathy Directions Yield at Most Partial Shifts in Automated Empathy Scores
Not provided in the content
empathyautomated metricsLLM evaluationcognitive science
2608.24901
Builder Relevance
3h ago60%
Abstract
The paper investigates the relationship between decodable empathy directions and their effectiveness in achieving reliable control over automated empathy scores.
Reality Card
Core Claim
Detection of empathy directions does not guarantee reliable control over automated empathy scores, particularly in cognitive facets.
Method / Result
Adding the Resonance direction raised the affective score by +0.29, which is approximately 26% of the natural gap.
Limitations
The cognitive instrument used is too coarse to resolve differences in cognitive steering, leading to unmeasurable outcomes.
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