Preference tuning on weak-versus-weaker response pairs can improve a strong LLM as much as tuning on strong supervision, via the relative quality delta.
Note that these deltas are not exhaustive ; we simply highlight a few here as interesting examples to motivate future work
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The Delta Learning Hypothesis: Preference Tuning on Weak Data can Yield Strong Gains
Preference tuning on weak-versus-weaker response pairs can improve a strong LLM as much as tuning on strong supervision, via the relative quality delta.