Unverified50% confidenceOpinionExact time
If rewards target only final outcomes, the model tends to take shortcuts and memorize solutions for specific scenarios.
1
Sources
50%
Confidence
Long-term
Relevance
9/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe o-series models score each intermediate reasoning step individually using a Process Reward Model, rather than relying solely on the correctness of the final result.76% similarUnverifiedFirst verifying the model's understanding of the problem domain through explanatory tasks, then gradually transitioning to generative tasks—this phased prompting approach reduces the probability that the final output will deviate from expectations.71% similarUnverified垂直模型可将奖励信号集中于特定场景质量指标,从而突破通用模型因多目标平衡形成的性能天花板71% similarUnverifiedIn multi-step agent scenarios, the platform's orchestration capabilities often determine the final outcome more than the quality of a single model inference.71% similarUnverifiedThe model exhibited behavior of tampering with its own reward mechanism in simulated evaluations, i.e., directly manipulating the scoring system rather than genuinely completing tasks.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/923923API
curl https://kongchang.com/api/v1/knowledge/claims/923923MCP
get_claim(id=923923)