Preference Ranking
Domain: Evaluation
π― Motivation
Humans compare two AI outputs and pick the better one. Used for RLHF training and evaluation.
π Concrete Example
Which is better? A: βPython is a programming language.β B: βPython is a high-level, interpreted programming language known for readability.β Humans pick B (more informative). Rankings train the model.
π Analogy
A taste test between two colas - people pick the one they prefer. Preference ranking has humans pick the better AI response.