Unverified50% confidenceFactTime unknown
Large model capabilities are multidimensional, encompassing code generation, long-text reasoning, instruction following, multilingual support, cost, and latency, and performance on a single dimension cannot represent overall performance.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
Unverified大模型擅长语言理解、内容生成和逻辑推理，但在实时信息获取、精确数值计算等方面存在固有局限78% similarVerifiedThe emergent capability of large language models refers to the complex reasoning ability that suddenly manifests after the parameter scale surpasses a certain threshold.76% similarVerifiedLarge language models are essentially complex pattern-matching and statistical prediction machines, rather than agents with genuine understanding and reasoning capabilities.74% similarUnverifiedEvery inference operation of a large language model service consumes substantial GPU computing power, making capacity planning far more difficult than for ordinary applications.74% similarUnverified多模态大模型直接抽取路线优势是语义理解能力强、对版式变化鲁棒性高、开发周期短，劣势是按调用量计费成本较高且数据须上传云端73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/917937API
curl https://kongchang.com/api/v1/knowledge/claims/917937MCP
get_claim(id=917937)