Unverified50% confidenceSolutionExact time
The effect of few-shot examples is amplified on weaker models.
1
Sources
50%
Confidence
Long-term
Relevance
9/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedResearchers have found that fine-tuning only a small number of model parameters is sufficient to remove safety alignment (de-alignment attacks), and that certain jailbreak prompts can transfer across different models.70% similarUnverifiedProviding few-shot examples in tool descriptions can significantly reduce the occurrence of value errors.70% similarUnverifiedPurpose-built small models in vertical scenarios can often match or even surpass the performance of general-purpose large models with a fraction of the size and compute consumption.69% similarUnverified针对具体模型缺陷设计小批量高质量样本的做法被称为靶向数据工程，且小模型对数据分布比大模型更敏感69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/920475API
curl https://kongchang.com/api/v1/knowledge/claims/920475MCP
get_claim(id=920475)