Unverified50% confidenceFactExact time
The concept of compositional generalization originates from the generative grammar theory of linguist Noam Chomsky, referring to the generation of infinite combinations through finite rules.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
Unverified组合泛化指将有限的已知组件按照规则重新组合，从而理解和生成从未见过的新结构的能力70% similarVerifiedThe inference speed of large language models is constrained by the nature of autoregressive generation, which can only produce one token at a time and depends on all preceding tokens, making true parallelization impossible.66% similarUnverifiedUnified multimodal models typically adopt a structure of "modality encoder + fusion layer + language model backbone".65% similarUnverified语言的语法结构越简单、惯用模式越统一，大模型在每一步预测中面临的困惑度越低，生成正确序列的概率越高64% similarUnverified预测编码框架的数学基础根植于赫尔姆霍兹的「无意识推断」概念，并在弗里斯顿的「自由能原理」下获得统一的贝叶斯表达64% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/915187API
curl https://kongchang.com/api/v1/knowledge/claims/915187MCP
get_claim(id=915187)