nowait
实现 NOWAIT 技术，用于 R1-style 大语言模型的高效推理。适用于优化推理模型（QwQ、DeepSeek-R1、Phi4-Reasoning、Qwen3、Kimi-VL、QvQ）的推理，在保持准确率的同时将思维链词元用量降低 27-51%。触发条件包括“优化推理”“减少思考词元”“高效推理”“抑制反思词元”，或处理冗长的 CoT 输出时。
机器翻译查看英文原文
Implements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1, Phi4-Reasoning, Qwen3, Kimi-VL, QvQ), reducing chain-of-thought token usage by 27-51% while preserving accuracy. Triggers on "optimize reasoning", "reduce thinking tokens", "efficient inference", "suppress reflection tokens", or when working with verbose CoT outputs.
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原作者说明节选
从固定版本的 SKILL.md 提取，保留原文语言。以下内容属于作者说明，本站尚未验证安装、兼容或运行结果。
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原文涵盖的主题
- NOWAIT Reasoning Optimizer
- Overview
- When to Use
- Supported Models
- Quick Start
- 1. Basic Implementation
- 2. Keywords Suppressed
- How It Works
Implements the NOWAIT technique from the paper "Wait, We Don't Need to 'Wait'! Removing Thinking Tokens Improves Reasoning Efficiency" (Wang et al., 2025). NOWAIT is a training-free inference-time intervention that suppresses self-reflection tokens (e.g., "Wait", "Hmm", "Alternatively") during generation, reducing chain-of-thought (CoT) trajectory length by 27-51% without compromising model utility. Deploying R1-style reasoning models with limited compute Reducing inference latency for production systems Optimizing token costs for reasoning tasks Working with verbose CoT outputs that need streamlining | Model Series | Type | Token Reduction | |--------------|------|-----------------| | QwQ-32B | RL-based | 16-31% | | Phi4-Reasoning-Plus | RL-based | 23-28% | | Qwen3-32B | RL-based | 13-16% | | Kimi-VL-A3B | Multimodal | 40-60% | | QvQ-72B-Preview | Multimodal | 20-30% | Important: NOWAIT works best with RL-based models. Distilled models (Qwen3-4B/8B/14B) show degraded performance when reflection tokens are suppressed. See references/keywords.md for the complete list. Core keywords: 1. Initialize Keywords: Identify reflection keywords from empirical analysis 2. Expand to Token Varia
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- 来源仓库
- davila7/claude-code-templates
- 源文件
- cli-tool/components/skills/productivity/nowait/SKILL.md
- 固定版本
- 21be197f100a12b8d0dd9a211cc244c8179f84d3
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本条为自动发现的元数据，尚未完成人工文档核查；适用性与运行结果待核查。
原作者：davila7/claude-code-templates · 原作者仓库元数据。文档核查：未核查。最近来源检查：2026-11-09T15:01:39.743Z。
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