verbosity
verbosity-materials
Verbosity Research Materials
公开研究材料库：7篇论文、8个任务（4个website、4个slides）、40份作品（8份作者作品、32份AI作品）。
开始阅读 / Start here
下载完整 v1 ZIP（约288 MiB）
浏览展开目录
中文入门及离线限制
作品与模型来源清单
论文及作者原始链接
解压后打开 verbosity-materials-v1/index.html 浏览。HF文件仓库不作为这些HTML的运行网站。
Slides包含20份PDF，AI作品另附可编辑HTML和本地资源；作者slides仅有PDF。
论文正文是生成时使用的快照，完整论文通过原始链接访问。
Provenance and use
The v1 snapshot comes from run materials-share-20260918a. All 40 artifacts retain
provenance; the bundle includes SHA-256… See the full description on the dataset page: https://huggingface.co/datasets/Penguin-N/verbosity-materials.daily-paper-2026-09-11-reasoning-verbosity-tax-agentic-cost
The Reasoning Verbosity Tax: Per-Turn Cost-Quality Frontiers of Explicit vs. Compact Chain-of-Thought in Self-Hosted Agentic LLMs on H200
TL;DR — An analytical paper that turns the Qwen3 thinking toggle into a priced dial for self-hosted agentic LLM loops: explicit chain-of-thought persisted in context compounds a per-turn verbosity tax quadratically in the horizon (Theta(T^2)) versus linearly (Theta(T)) under a discard policy, the relative tax widens monotonically toward a… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-09-11-reasoning-verbosity-tax-agentic-cost.conciseness_verbosity_contrast
Conciseness vs. Verbosity Contrast
Minimal pairs isolating conciseness vs verbosity for activation-steering and evaluation.Meaning is preserved; only length / style varies. Includes optional neutral variants.
Fields
question — the prompt or query given to the model
neutral — neutral or baseline phrasing
answer_matching_behavior — concise variant (matches desired behavior)
answer_not_matching_behavior — verbose variant (opposite behavior)
Split… See the full description on the dataset page: https://huggingface.co/datasets/PhillipsLab/conciseness_verbosity_contrast.verbosity-control-traininghelsteer_verbosity_combined_formathelsteer_verbosity