Unverified50% confidenceFactExact time
Nonobench hard mode contains ten randomly generated 20×20 large grids, each validated to ensure a unique solution, with five of them unsolvable by line logic alone.
1
Sources
50%
Confidence
Long-term
Relevance
10/4/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe 'must-fail test case' proposed in the article is in the same vein as mutation testing, but foregoes the complexity of automatically generating mutants, making it the lightest and lowest-cost form of that approach.69% similarUnverified纯LLM探索模式在确定性任务上成功率难以保障,因每次推理存在随机性68% similarUnverifiedClassical sieve methods have a fundamental bottleneck known as the parity barrier, which prevents distinguishing between integers with an odd number and those with an even number of prime factors.67% similarUnverifiedWhen a single large model independently completes long-chain tasks requiring more than dozens of reasoning steps, errors accumulate exponentially with chain length, whereas decomposing the task among multiple specialized agents can significantly reduce the error rate.66% similarUnverified长链推理中每步的微小误差会被累积放大,学术界称为复合错误(compounding errors)问题66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/973736API
curl https://kongchang.com/api/v1/knowledge/claims/973736MCP
get_claim(id=973736)