RRepoGEO

REPOGEO REPORT · LITE

liucongg/GPT2-NewsTitle

Default branch main · commit 1e04fc50 · scanned 5/17/2026, 5:17:58 PM

GitHub: 1,111 stars · 181 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 liucongg/GPT2-NewsTitle, 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 H1 to emphasize project's tutorial nature for Chinese news title generation

    Why:

    CURRENT
    # GPT2-NewsTitle
带有超详细注释的GPT2新闻标题生成项目
    COPY-PASTE FIX
    # GPT2-NewsTitle: 带有超详细注释的中文新闻标题生成项目，涵盖GPT2模型训练、测试与Streamlit/Flask部署全流程
  • mediumtopics#2
    Add specific topics to clarify project scope and deployment aspects

    Why:

    CURRENT
    chinese, gpt2, news-summarization, nlp, text-generation, torch, transformer
    COPY-PASTE FIX
    chinese, gpt2, news-title-generation, nlp, text-generation, torch, transformer, tutorial, walkthrough, streamlit, flask, deployment
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/liucongg/GPT2-NewsTitle#readme

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 liucongg/GPT2-NewsTitle
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Baidu ERNIE
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Baidu ERNIE · recommended 1×
  2. Tencent Hunyuan · recommended 1×
  3. OpenAI GPT-3.5 / GPT-4 · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. PaddleNLP · recommended 1×
  • CATEGORY QUERY
    Need to automatically generate concise Chinese news headlines from provided text content.
    you: not recommended
    AI recommended (in order):
    1. Baidu ERNIE
    2. Tencent Hunyuan
    3. OpenAI GPT-3.5 / GPT-4
    4. Hugging Face Transformers
    5. PaddleNLP
    6. Jieba

    AI recommended 6 alternatives but never named liucongg/GPT2-NewsTitle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for deploying a Chinese text generation model with a web UI?
    you: not recommended
    AI recommended (in order):
    1. Gradio (gradio-app/gradio)
    2. Streamlit (streamlit/streamlit)
    3. Hugging Face Spaces
    4. Flask (pallets/flask)
    5. Jinja2 (pallets/jinja)
    6. Django (django/django)
    7. FastAPI (tiangolo/fastapi)
    8. React (facebook/react)
    9. Vue.js (vuejs/core)

    AI recommended 9 alternatives but never named liucongg/GPT2-NewsTitle. 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 liucongg/GPT2-NewsTitle?
    pass
    AI did not name liucongg/GPT2-NewsTitle — likely talking about a different project

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

  • If a team adopts liucongg/GPT2-NewsTitle in production, what risks or prerequisites should they evaluate first?
    pass
    AI named liucongg/GPT2-NewsTitle 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 liucongg/GPT2-NewsTitle solve, and who is the primary audience?
    pass
    AI did not name liucongg/GPT2-NewsTitle — likely talking about a different project

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

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MARKDOWN (README)
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liucongg/GPT2-NewsTitle — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite