Unverified50% confidenceFactExact time
Medal rate refers to the proportion of agent submissions that reach the bronze medal threshold of that competition or above, directly benchmarked against the relative performance of human contestants.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe competitive bottom of the agent market means that multiple agents all value a given prompt above some benchmark share of the optimal welfare; when multiple agents can deliver 70% of the optimal value at low cost, the winner must bid close to the true value or lose to competitors.70% similarUnverifiedThe researchers traced the calibration difference between sparse and dense rewards to the 'partial credit' term in the dense reward.69% similarUnverifiedTRACER designs hierarchical rewards that provide reward signals at both the outcome level and the trajectory level, combined with bias-aware advantage modulation to mitigate reward sparsity and credit assignment problems.67% similarUnverified人类标注者在评估答案时存在信息越丰富越好的认知偏差,导致奖励模型将篇幅与质量隐性挂钩,是模型冗余的成因之一67% similarUnverifiedIn MPT, each agent submits a bid based on its own state and its estimate of the current subtask; the highest bidder gains the right to act, and the quality of the final outcome is fed back to the agents that participated in bidding, teaching them when to actively compete and when to yield.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1041832API
curl https://kongchang.com/api/v1/knowledge/claims/1041832MCP
get_claim(id=1041832)