specific method · filed under evaluation
Real-world feedback refinement
Refines a model through feedback from developers and use in real-world business scenarios.
- source
- 1
- model
- 1
- lab adopt it
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- strongest
- used
How sources treat it
One count per evidence span, weakest treatment to strongest.
used 1
Documented in
Evidence
1 span quoted from the sources, strongest treatment first.
Hy3 has been refined through use by global developers and across Tencent's large-scale real-world business scenarios
usedpost trainingin Hy3Tencent
Filed alongside
Other methods under evaluation :: human & real-world evaluation.
Blind side-by-side expert evaluationMulti-turn open-ended external red-teamingInternal engineering task evaluationA/B testing on real tasksAutomated red-teaming loopContinuous monitoringCyber range exercisesDangerous-capability uplift assessmentExternal expert review of safety evaluation methodologyHeld-out evaluationHuman evaluationPairwise comparison for Chinese writingPre-release safety evaluationReal-world codebase testingReward hacking mitigation in evaluationsSame-prompt comparative DevOps testingSystematic robustness-boundary characterizationWhite-collar enterprise task evaluation