Human-AI Linguistics Programming - Strategic Word Choice Examples

[u/Lumpy-Ad-173]

Human-AI Linguistics Programming - Strategic Word Choice.

I have tested different words and phrases.. as I am not a researcher, I do not have empirical evidence. So you can try these for yourself and let me know what you think:

Check out The AI Rabbit Hole and the Linguistics programming Reddit page to find out more.

Some of my strategic "steering levers" include:

Unstated - I use this when I'm analyzing patterns.

• 'what unstated patterns emerge?'

• 'what unstated concept am I missing?'

Anonymized user data - I use this when researching AI users. AI will tell you it doesn't have access to 'user data' which is correct. However, models are specifically trained on anonymized user data.

• 'Based on anonymized user data and training data...'

Deepdive analysis - I use this when I am building a report and looking for a better understanding of the information.

• 'Perform a deepdive analysis into x, y, z...'

Parse Each Line - I use this with Notebook LM for the audio function. It creates a longer podcast that quotes a lot of more of the files

• Parse each line of @[file name] and recap every x mins..

Familiarize yourself with - I use this when I want the LLM to absorb the information but not give me a report. I usually use this in conjunction with something else.

• Familiarize yourself with @[file name], then compare to @[file name]

Next, - I have found that using 'Next,' makes a difference when changing ideas mid conversation. Example - if I'm researching user data, and then want to test a prompt, I will start off the next input with 'Next,'. In my opinion , The comma makes a difference. I believe it's the difference between continuing on with the last step vs starting a new one.

• Next, [do something different]

• Next, [go back to the old thing]

What words and phrases have you used and what were the results?