Expired50% confidenceOpinionExact time
Testers found that Sonnet 5 may be the model with the lowest token efficiency, consuming tokens at a rate close to Opus in max effort mode but with weaker results.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/6/2026
First Seen
Valid until: 10/4/2026(expired)
Sources
Claude Sonnet 5 Hands-On Review: The Hidden Token Trap That Makes 'Low Cost' an Illusion
bilibili浮生千山路w6/30/2026
Related Claims
UnverifiedThe unguarded Sonnet 5 base model exhibits extremely strong resistance to prompt injection attacks, with a probability of being compromised of less than 1%.72% similarUnverifiedTokenizer changes leading to token inflation make Sonnet 5's superficially low price illusory, with actual total costs in certain scenarios far exceeding expectations.70% similarUnverifiedThe core considerations for choosing Sonnet 4 over Opus 4 as the classifier are latency and cost, while also forming a heterogeneous defense by using different models.70% similarUnverified在GPU的SIMT执行模型下,Karatsuba算法的递归分解会引发线程分歧,有效计算效率可能降至峰值的1/4甚至更低59% similarUnverified端到端模型的核心优势在于避免模块间信息损失和误差累积,但代价是可解释性低、对训练数据分布敏感、难以应对长程推理任务59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/113096API
curl https://kongchang.com/api/v1/knowledge/claims/113096MCP
get_claim(id=113096)