The same behavioral signals in LLM-based software engineering agents correlate with task success in opposite directions across different frameworks, with framework identity explaining more variance than the underlying LLM.
2013.Statistical power analysis for the behavioral sciences
3 Pith papers cite this work. Polarity classification is still indexing.
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For people with low vision in AR, gaze is fastest for initial pointing when sitting and comparable overall to head, but head is most stable; central vision loss users prefer finger pointing.
Prospective situation awareness enhancing interfaces delivered via AR HUD improve takeover performance after silent automation failures, with perceptual cues most effective at raising situational awareness and system-intent messages best at building trust.
citing papers explorer
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Same Signal, Different Semantics: A Cross-Framework Behavioral Analysis of Software Engineering Agents
The same behavioral signals in LLM-based software engineering agents correlate with task success in opposite directions across different frameworks, with framework identity explaining more variance than the underlying LLM.
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Head, Gaze, or Finger? Comparing Object Selection Techniques in Augmented Reality for People with Low Vision
For people with low vision in AR, gaze is fastest for initial pointing when sitting and comparable overall to head, but head is most stable; central vision loss users prefer finger pointing.
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From Awareness to Intent: Mitigating Silent Driving System Failures through Prospective Situation Awareness Enhancing Interfaces
Prospective situation awareness enhancing interfaces delivered via AR HUD improve takeover performance after silent automation failures, with perceptual cues most effective at raising situational awareness and system-intent messages best at building trust.