RRepoGEO

REPOGEO REPORT · LITE

allenai/s2orc

Default branch master · commit ac522b52 · scanned 5/10/2026, 12:47:33 PM

GitHub: 1,050 stars · 78 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 allenai/s2orc, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    nlp, text-mining, scientific-papers, research-corpus, dataset, machine-learning, semantic-scholar, information-extraction
  • highhomepage#2
    Add the project's official homepage URL

    Why:

    COPY-PASTE FIX
    https://www.aclweb.org/anthology/2020.acl-main.447/
  • highlicense#3
    Explicitly state the license in the README and add a LICENSE file

    Why:

    CURRENT
    S2ORC is released under the ODC-By 1.0. By using S2ORC, you agree to the terms in the license.
    COPY-PASTE FIX
    S2ORC is released under the ODC-By 1.0. By using S2ORC, you agree to the terms in the license. A copy of the ODC-By 1.0 license is available in the LICENSE file.

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 allenai/s2orc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Semantic Scholar Open Research Corpus (S2ORC)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Semantic Scholar Open Research Corpus (S2ORC) · recommended 1×
  2. arXiv API · recommended 1×
  3. arXiv Dataset from Kaggle · recommended 1×
  4. Microsoft Academic Graph (MAG) · recommended 1×
  5. OpenAlex · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive dataset of research papers for natural language processing tasks?
    you: not recommended
    AI recommended (in order):
    1. Semantic Scholar Open Research Corpus (S2ORC)
    2. arXiv API
    3. arXiv Dataset from Kaggle
    4. Microsoft Academic Graph (MAG)
    5. OpenAlex
    6. ACL Anthology
    7. PubMed Central Open Access Subset
    8. CORE (Connecting Repositories)

    AI recommended 8 alternatives but never named allenai/s2orc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open datasets for text mining and information extraction from academic papers?
    you: not recommended
    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 allenai/s2orc?
    pass
    AI named allenai/s2orc explicitly

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

  • If a team adopts allenai/s2orc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named allenai/s2orc 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 allenai/s2orc solve, and who is the primary audience?
    pass
    AI named allenai/s2orc explicitly

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

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allenai/s2orc — 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