Unverified50% confidenceFactExact time
The developer lists seven project limitations, including the small sample, only one round of pressure, temperature 0.5, small local models, defenders being told the answer directly, scoring looking only at the final answer, and the Lambda quota wording not being precise enough.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedSmall models below 7B must rely on few-shot examples, short prompts, a single task, and an explicit output format.71% similarUnverifiedThis benchmark has the following limitations: judge reliability issues, the sample size limitation of each of the 100 scenarios being run only once, a single pressure condition, a pure text environment, the <think> block not guaranteeing access to the model's complete internal reasoning, and limited generalization ability.67% similarUnverifiedThe study establishes non-asymptotic bounds on the conditional score estimation error, i.e., bounds that hold for finite sample sizes66% similarUnverifiedThe study's limitations include being restricted to a single model, Qwen2.5-7B-Instruct, and a single dataset, LongBench-v2, with a small amount of training data (only 168 questions).65% similarUnverifiedRestricting the routing result to the three enumerated values of sales team/partner team/ignore converts an open-ended generation problem into a closed-ended classification problem, allowing the output to be consumed directly by n8n conditional branches and compressing behavioral differences across models, at the cost of reduced flexibility.63% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1019911API
curl https://kongchang.com/api/v1/knowledge/claims/1019911MCP
get_claim(id=1019911)