RRepoGEO

REPOGEO REPORT · LITE

xcfcode/Summarization-Papers

Default branch main · commit 80bdeea6 · scanned 5/23/2026, 7:18:00 PM

GitHub: 1,008 stars · 147 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
28 /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
2 / 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 xcfcode/Summarization-Papers, 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 the README H1 and add a clarifying subtitle

    Why:

    CURRENT
    <h1 align="center"> Summarization Papers</h1>
    COPY-PASTE FIX
    <h1 align="center"> Summarization Papers</h1>
<h2 align="center">A Curated Collection of Research Papers on Text Summarization</h2>
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) for the collection of links and notes.
  • mediumabout#3
    Update the repository description to be more specific

    Why:

    CURRENT
    Summarization Papers
    COPY-PASTE FIX
    A comprehensive and curated collection of research papers, learning routes, and presentations on text summarization, dialogue summarization, and cross-lingual summarization.

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 xcfcode/Summarization-Papers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ACL Anthology
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ACL Anthology · recommended 1×
  2. arXiv · recommended 1×
  3. Google Scholar · recommended 1×
  4. Semantic Scholar · recommended 1×
  5. Papers With Code · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of research papers on text summarization techniques?
    you: not recommended
    AI recommended (in order):
    1. ACL Anthology
    2. arXiv
    3. Google Scholar
    4. Semantic Scholar
    5. Papers With Code
    6. ACL
    7. EMNLP
    8. NAACL
    9. COLING

    AI recommended 9 alternatives but never named xcfcode/Summarization-Papers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the key research papers for dialogue summarization and cross-lingual summarization?
    you: not recommended
    AI recommended (in order):
    1. QMSum
    2. mBART
    3. XLM-R

    AI recommended 3 alternatives but never named xcfcode/Summarization-Papers. 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 xcfcode/Summarization-Papers?
    pass
    AI named xcfcode/Summarization-Papers explicitly

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

  • If a team adopts xcfcode/Summarization-Papers in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xcfcode/Summarization-Papers 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 xcfcode/Summarization-Papers solve, and who is the primary audience?
    pass
    AI did not name xcfcode/Summarization-Papers — 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?

Embed your GEO score

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xcfcode/Summarization-Papers — 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