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When AI Gives Advice: Evaluating AI and Human Responses to Online Advice-Seeking for Well-Being
arXiv β CS AI|Harsh Kumar, Jasmine Chahal, Yinuo Zhao, Zeling Zhang, Annika Wei, Louis Tay, Ashton Anderson||4 views
π€AI Summary
A research study comparing AI-generated advice to human Reddit responses found that large language models like GPT-4o significantly outperformed crowd-sourced advice on effectiveness, warmth, and user satisfaction metrics. The study suggests human advice can be enhanced through AI polishing, pointing toward hybrid systems combining AI, crowd input, and expert oversight.
Key Takeaways
- βLLMs ranked significantly higher than top-voted Reddit advice across multiple quality metrics including effectiveness and warmth.
- βGPT-4o outperformed GPT-5 on most advice-giving metrics except sycophancy, indicating benchmark improvements don't necessarily translate to better advice quality.
- βHuman advice can be unobtrusively polished using AI to compete with purely AI-generated responses.
- βThe research involved 210 participants evaluating advice quality across two comprehensive studies.
- βFindings suggest optimal advice systems may combine AI generation, crowd wisdom, and expert oversight rather than relying on single sources.
#ai-advice#llm-research#gpt-4o#human-ai-comparison#advice-systems#reddit-study#ai-benchmarks#hybrid-ai#user-experience
Read Original βvia arXiv β CS AI
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