RRepoGEO

REPOGEO REPORT · LITE

zhijing-jin/nlp-phd-global-equality

Default branch main · commit bec39dc4 · scanned 6/23/2026, 2:38:54 PM

GitHub: 1,070 stars · 89 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
23 /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
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 zhijing-jin/nlp-phd-global-equality, 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:

    CURRENT
    (none)
    COPY-PASTE FIX
    nlp, phd, ai, career-guidance, mentorship, global-equality, academic-resources, research-career, higher-education
  • highreadme#2
    Clarify the repository's purpose in the README's opening paragraph

    Why:

    CURRENT
    This repo originates with a wish to promote **Global Equality** for people who want to do a PhD in NLP, following the idea that mentorship programs are an effective way to fight against segregation, according to The Human Networks (Jackson, 2019). Specifically, we wish people from all over the world and with all types of backgrounds can share the same source of information, so that success will be a reward to those who are determined and hardworking, regardless of external contrainsts.
    COPY-PASTE FIX
    This repository is a curated collection of open resources and information designed to promote **Global Equality** for individuals pursuing a PhD in NLP and careers in AI. It aims to provide a shared source of knowledge, mentorship insights, and guidance for aspiring NLP PhD students from all backgrounds, ensuring success is a reward for determination regardless of external constraints.
  • highlicense#3
    Add a LICENSE file or clarify license in README

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root (e.g., MIT, Apache-2.0, or CC-BY-4.0 for content), or explicitly state the applicable license(s) for the content within the 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 zhijing-jin/nlp-phd-global-equality
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twitter
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Twitter · recommended 2×
  2. Speech and Language Processing by Jurafsky and Martin · recommended 1×
  3. Deep Learning by Goodfellow, Bengio, and Courville · recommended 1×
  4. Stanford CS224N: Natural Language Processing with Deep Learning · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    What resources help prepare for a successful NLP PhD application and academic journey?
    you: not recommended
    AI recommended (in order):
    1. Speech and Language Processing by Jurafsky and Martin
    2. Deep Learning by Goodfellow, Bengio, and Courville
    3. Stanford CS224N: Natural Language Processing with Deep Learning
    4. Hugging Face Transformers Library (huggingface/transformers)
    5. PyTorch (pytorch/pytorch)
    6. TensorFlow (tensorflow/tensorflow)
    7. Kaggle NLP Competitions
    8. ACL Anthology
    9. arXiv.org
    10. Twitter

    AI recommended 10 alternatives but never named zhijing-jin/nlp-phd-global-equality. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking comprehensive guidance for pursuing a career in AI research and academia globally.
    you: not recommended
    AI recommended (in order):
    1. MIT (Massachusetts Institute of Technology)
    2. Stanford University
    3. Carnegie Mellon University (CMU)
    4. University of California, Berkeley (UC Berkeley)
    5. University of Cambridge
    6. ETH Zurich
    7. Tsinghua University
    8. Python
    9. C++
    10. Java
    11. PyTorch
    12. TensorFlow
    13. NumPy
    14. Pandas
    15. Scikit-learn
    16. "Linear Algebra and Its Applications" by Gilbert Strang
    17. "Probability and Statistics for Engineers and Scientists" by Walpole, Myers, Ye
    18. Khan Academy
    19. Coursera
    20. Imperial College London
    21. University of Toronto
    22. Vector Institute
    23. University College London
    24. EPFL (École Polytechnique Fédérale de Lausanne)
    25. University of Washington
    26. University of Oxford
    27. Mila - Quebec AI Institute
    28. Université de Montréal
    29. McGill University
    30. Google Brain
    31. DeepMind
    32. Meta AI (FAIR)
    33. Microsoft Research
    34. OpenAI
    35. NVIDIA Research
    36. IBM Research AI
    37. Amazon AI
    38. NeurIPS (Conference on Neural Information Processing Systems)
    39. ICML (International Conference on Machine Learning)
    40. CVPR (Conference on Computer Vision and Pattern Recognition)
    41. ICCV (International Conference on Computer Vision)
    42. ACL (Association for Computational Linguistics)
    43. EMNLP (Empirical Methods in Natural Language Processing)
    44. AAAI (Association for the Advancement of Artificial Intelligence Conference)
    45. IJCAI (International Joint Conference on Artificial Intelligence)
    46. Reddit
    47. Twitter
    48. Discord servers
    49. GitHub

    AI recommended 49 alternatives but never named zhijing-jin/nlp-phd-global-equality. This is the gap to close.

    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 zhijing-jin/nlp-phd-global-equality?
    pass
    AI named zhijing-jin/nlp-phd-global-equality explicitly

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

  • If a team adopts zhijing-jin/nlp-phd-global-equality in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zhijing-jin/nlp-phd-global-equality 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 zhijing-jin/nlp-phd-global-equality solve, and who is the primary audience?
    pass
    AI did not name zhijing-jin/nlp-phd-global-equality — 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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zhijing-jin/nlp-phd-global-equality — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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zhijing-jin/nlp-phd-global-equality — RepoGEO report