RRepoGEO

REPOGEO REPORT · LITE

fastnlp/fastHan

Default branch master · commit 0a038cc0 · scanned 6/17/2026, 12:57:47 PM

GitHub: 762 stars · 88 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface fastnlp/fastHan, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README introduction to prioritize value proposition over apology

    Why:

    CURRENT
    # fastHan

**致歉：fastHan的模型因为服务器故障导致参数丢失，暂时停止服务。我们将尽快开始下一版迭代，敬请期待。同时，如果有已经下载或保存参数的朋友，恳请您与我们联系，万分感谢。**

## 简介
fastHan是基于fastNLP与pytorch实现的中文自然语言处理工具，像spacy一样调用方便。
    COPY-PASTE FIX
    # fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP

fastHan是基于fastNLP与pytorch实现的中文自然语言处理工具，像spaCy一样调用方便。其内核为基于BERT的联合模型，在15个语料库中训练，可处理中文分词、词性标注、依存分析、命名实体识别等多项任务，并支持古汉语处理和AMR任务。

**致歉：fastHan的模型因为服务器故障导致参数丢失，暂时停止服务。我们将尽快开始下一版迭代，敬请期待。同时，如果有已经下载或保存参数的朋友，恳请您与我们联系，万分感谢。**
  • mediumtopics#2
    Expand repository topics with specific Chinese NLP tasks and toolkit keywords

    Why:

    CURRENT
    bert, cws, fastnlp, joint-model, ner, parser, pos, python, pytorch
    COPY-PASTE FIX
    bert, cws, fastnlp, joint-model, ner, parser, pos, python, pytorch, chinese-nlp, chinese-word-segmentation, dependency-parsing, part-of-speech-tagging, named-entity-recognition, nlp-toolkit, ancient-chinese-nlp
  • lowhomepage#3
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://aclanthology.org/2021.acl-demo.12

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface fastnlp/fastHan
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
spaCy
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. spaCy · recommended 2×
  2. Jieba · recommended 1×
  3. THULAC · recommended 1×
  4. HanLP · recommended 1×
  5. Stanza · recommended 1×
  • CATEGORY QUERY
    Looking for an easy-to-use Python library for multiple Chinese NLP tasks.
    you: not recommended
    AI recommended (in order):
    1. spaCy
    2. Jieba
    3. THULAC
    4. HanLP

    AI recommended 4 alternatives but never named fastnlp/fastHan. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which Python frameworks offer joint models for Chinese word segmentation, NER, and dependency parsing?
    you: not recommended
    AI recommended (in order):
    1. Stanza
    2. spaCy
    3. Hugging Face Transformers
    4. AllenNLP
    5. OpenNRE
    6. OpenNLU

    AI recommended 6 alternatives but never named fastnlp/fastHan. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of fastnlp/fastHan?
    pass
    AI named fastnlp/fastHan explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts fastnlp/fastHan in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fastnlp/fastHan explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo fastnlp/fastHan solve, and who is the primary audience?
    pass
    AI named fastnlp/fastHan explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
fastnlp/fastHan — RepoGEO report