Unverified50% confidenceDecision RuleExact time
The checklist for reading leaderboards includes: training set and test set must not overlap; when a perfect score appears, first suspect the questions are too simple; a positive difference does not equal a win; when acceleration techniques are enabled, first suspect the measurement tool.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
Unverified拥有大量测试用例未完全公开的开放任务评测集，比封闭式基准更能防止补丁过拟合作弊并反映真实推理能力77% similarUnverifiedOnce the test set of a fixed benchmark is made public, it may be incorporated into training data, rendering the evaluation invalid.76% similarUnverified跑分排名不等于所有场景的实际表现，具体任务仍需具体测试76% similarUnverifiedWhen test results are unsatisfactory, single-variable control should be followed, troubleshooting step by step in the order of prompt → output format → sample examples → tool descriptions → memory.75% similarUnverifiedThe reasoning tier should be treated as a parameter to be tested rather than a default value; reasoning is a switch for handling difficult tasks, not a setting to be left permanently on.75% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1005209API
curl https://kongchang.com/api/v1/knowledge/claims/1005209MCP
get_claim(id=1005209)