RL trick: keep sampling all-wrong groups so rare positives get advantage ~1, not 0.75

gowthami_s · x · 2026-10-28

Continuing the thread: the paper keeps small K, but when a group is all wrong (usually a hard problem), it keeps sampling with probability p until one answer is right. Those failures go into one big group, so the rare positive gets an advantage near 1 instead of capped at 0.75. Stale negatives older than 4 steps only count in the baseline.

Related event: RL group-sampling trick: small K plus persistence on hard prompts(3 posts)→

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