gugujiji/novel-humanize-4b

text-generation model by gugujiji

Open original source ↗

From the publisher

Model card & documentation

Source preview

Read the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.

把 AI 味很重的中文网文章节,改成更像真人作者写的样子。剧情、对话、人物都不动,只换笔法。 基于 Qwen3-4B,一张普通显卡就能跑。仅限非商业使用。 提示词要用下面这段,别改。 系统提示词: 用户消息: 标点都是英文半角,复制时注意别被换成全角。也可以直接从 fixtools.py 里 import SYSTEM 和 wrapinput。 采样:temperature 1.0, topp 0.95, topk 20, presencepenalty 0.3,关掉思考模式。 一次喂一整章效果最好,1000–2500 字。太短(几百字)容易自己编剧情,太长就按段落切开。 改完偶尔会有错别字、的地得用混。fixtools.py 可以先改写,再调你自己的大模型 API(OpenAI 兼容接口都行)把错字挑出来,只改错字,不会重写。 fixtools.py 里有…

gugujiji/novel-humanize-4b on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-31T06:49:23.553Z

Inside the original model card — Document outline
  1. novel-humanize-4b
  2. 用法
  3. 修错字
  4. 当作工具给大模型调用
  5. 注意
  6. 许可

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the model card

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

Documentation belongs to its respective authors. Reported project/model license: cc-by-nc-4.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

gugujiji/novel-humanize-4b is a text-generation model repository published by gugujiji on Hugging Face. A library was not reported.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
text-generation
Library
Not reported
Recent downloads (30 days)
851
Cumulative likes
68
Hugging Face trending score
63
Reported safetensors parameters
4,022,468,096
Architecture
Qwen3ForCausalLM
License
cc-by-nc-4.0
Access
Not gated by Hugging Face
Created
2026-10-25T12:49:46.000Z
Last modified
2026-10-27T07:39:06.000Z

Compatibility and lineage

Reported languages: zh

Reported base models: Qwen/Qwen3-4B

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

Use and evaluate

Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.

No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.

Model card and usage instructions

Model files and configuration

Community discussion

Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-11-01T06:49:30.141Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source

Related models

openai-community/gpt2

Qwen/Qwen3-0.6B

Qwen/Qwen3-14B

Qwen/Qwen3-4B

Qwen/Qwen3-8B

deepseek-ai/DeepSeek-V3.2