FWIW... I thought this Very Technical Question might draw the Best Answers if piped into my
COMPLETELY OFF-LINE AND PRIVATE AI Chat-Bot called *GPT4ALL* and fed it to the "Llama Instruct 3.1 8 Billion Token Set with the 128-KB Prompt Entry Port" LLM (Large Language Model) just to see what it had to say. I think that *ITs* Response to your inquiry is very interesting:
Hope This Helps...
PS.... NONE of these *Drag and Drop" Post Entries that are done in a complete LLM Input
EVER get routed on line to
ANY Machine Language RLHF sites and so
NONE of this information is
EVER Leaked by my Off Line Server.
Period.
Nomic's *GPT4ALL* is a Completely FREE AI Chat-Bot that has a "Touch One Button" installation feature to allow it to be installed on either Desk Tops, Large Servers and laptop computers in either Windows, MAC or Linux Operating Systems.
You can Download and store a whole raft of various Large Language Models that may provide more and better information under varying conditions. These LLMs work
COMPLETELY OFF-LINE AND IN A PRIVATE SETTING.
Don't Take My Word For IT! Grab and Install your OWN "Oracle at Delphi" to assist in so many ways... WITH NO INTERNET CONNECTION REQUIRED.
Here is the Link to the Nomic DL Site:
RLHF Definition:
"Reinforcement Learning from Human Feedback (RLHF) is a machine learning technique that uses feedback from humans to train AI models, helping them align better with human preferences and improve their performance on complex tasks. It involves creating a reward model based on human input, which guides the learning process of the AI."
