Unverified50% confidenceFactExact time
Neural 3 compiles function schemas into byte-level grammars via grammar-constrained decoding, ensuring every generated token conforms to the grammar so that JSON can always be parsed successfully.
1
Sources
50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedConstrained Decoding guarantees at the sampling level that outputs will conform to a specified JSON Schema or regular expression; typical open-source implementations include Outlines, Guidance, and LM Format Enforcer.74% similarUnverifiedFunction Calling使用受约束解码（Constrained Decoding）技术在token生成过程中实时校验语法合法性73% similarUnverifiedConstrained decoding tools such as Outlines and Guidance allow models to be forced at inference time to produce text conforming to a specific grammar or schema, but potentially at the cost of some generation quality.72% similarUnverified程序化语义将语言映射为可执行的过程（操作序列），而声明式语义将语言映射为逻辑断言或知识图谱三元组68% similarUnverifiedConstrained Decoding computes the set of valid tokens at each token step of autoregressive generation based on a finite state machine or context-free grammar and renormalizes the probabilities, mathematically guaranteeing that the output conforms to the target schema.67% similar
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