Unverified50% confidenceFactExact time
When the task success rate approaches zero, RLVR fails due to the lack of successful samples and is unable to provide effective optimization gradient signals.
1
Sources
50%
Confidence
Long-term
Relevance
10/1/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedFor problems such as gradual performance degradation or intermittent anomalies that do not manifest as a clear failure of a single operation, Dllog's fail-then-replay model may miss important clues.69% similarUnverifiedZero false boosts occurred across the 53 resolved commitment tasks, meaning no entries that should not have been boosted were incorrectly upweighted.67% similarUnverifiedWhen all sampled outputs in a group are incorrect, the group-relative advantage collapses to zero, causing the model to receive no effective gradient feedback in high-uncertainty scenarios.67% similarUnverifiedWhen the system interrupts a response due to token quota limits, rate limiting, or computing resource constraints, users often only see a loading indicator with no clear notification, resulting in a silent failure.64% similarUnverifiedScheduled tasks (routines) that had never had a cloud session started would previously be incorrectly displayed as "successful"; after v2.1.286 they are correctly marked as "failed".64% similar
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