Top Tweets for #ai4socialscience
Be aware if you plan to derive anything about human behaviors with "LLM participants." In this 100-page paper, we show how current LLM-generated psychometrics responses cannot capture nuances where human individuality resides and how to evaluate it properly. #AI4SocialScience
Can AI replace human respondents in psych research? π€
We compared #LLM-generated and human responses using BFI-2 & HEXACO scales. AI mimics broad patterns but misses subtle human nuances at the item level. π
Validation is key!
https://t.co/UYlbEpSfjD
#AI #Psychometrics
π’ We open-source the tool to support deductive coding effort in #qualitative analysis w/ #LLM, https://t.co/uCzMbbNKHy. We keep studying the capability and limitations of this method. DM me if you are interested in using this tool in your analysis. #AI4SocialScience #research
How can #LLM support social science research?
Our recent exploration found #LLM could facilitate deductive coding. Prompting #GPT3 with an expert-developed codebook could reach a fair agreement with human experts. Join us at #IUI23 poster session to learn more! #AI4SocialScience
For my future lab at @JHUCompSci , I will continue this effort and study how AI could be used to understand humans and expand the initiative of #AI4SocialScience. If you are interested in a similar direction, I am more than happy to chat. I will recruit students for the next year
How informed is online informed consent? Can we make uninformed consent informed? In our #CHI2023 paper, we explored the role of conversational AI in online informed consent and unpacked the power dynamic in online studies. #AI4SocialScience
How can #LLM support social science research?
Our recent exploration found #LLM could facilitate deductive coding. Prompting #GPT3 with an expert-developed codebook could reach a fair agreement with human experts. Join us at #IUI23 poster session to learn more! #AI4SocialScience
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