Unverified50% confidenceFactExact time
自回归解码具有串行特性，每个Token的生成依赖前一个Token，难以并行
1
Sources
50%
Confidence
Long-term
Relevance
7/12/2026
First Seen
Sources
GPT-5.6 Released: Coding Benchmarks Surpass Rivals, Inference Speed 10x Faster
bilibili天选嘉鲤敦赵图图7/10/2026
Related Claims
Unverified自回归生成每个Token都需要完整的前向传播，而输入只需一次编码，这是输出比输入贵的成本结构原因78% 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.74% similarUnverified语言模型生成 token 本质上是内存带宽受限任务而非纯算力受限69% similarUnverifiedGBNF 通过在每个 Token 生成步骤对 logits 进行掩码过滤，强制模型只能生成符合预定义语法规则的 Token 序列69% similarUnverifiedTikTok's front-end code undergoes multiple layers of obfuscation processing, including variable name/function name randomization, control flow flattening, string encryption, and code splitting with dynamic loading.65% similar
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