RRepoGEO

REPOGEO REPORT · LITE

iwangjian/Paper-Reading-ConvAI

Default branch master · commit 85d3a17f · scanned 5/12/2026, 10:58:34 AM

GitHub: 1,039 stars · 159 forks

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 iwangjian/Paper-Reading-ConvAI, 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's opening to clarify its curated nature

    Why:

    CURRENT
    # Paper-Reading-ConvAI
Paper reading list in Conversational AI, mainly including 💬 **dialogue systems (agents)** and 📝 **natural language generation**. Contributions are welcome!
    COPY-PASTE FIX
    # Paper-Reading-ConvAI
This repository offers a **curated and organized reading list** of essential research papers in Conversational AI, specifically focusing on 💬 **dialogue systems (agents)** and 📝 **natural language generation**, designed to help researchers and students navigate the field. Contributions are welcome!
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing an appropriate open-source license such as MIT, Apache-2.0, or GPL-3.0, to clarify usage terms.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add the repository's GitHub URL (`https://github.com/iwangjian/Paper-Reading-ConvAI`) to the 'Homepage' field in your repository settings to provide a direct link.

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 iwangjian/Paper-Reading-ConvAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
BERT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. BERT · recommended 1×
  2. GPT-3 · recommended 1×
  3. BlenderBot 3 · recommended 1×
  4. ACL Anthology · recommended 1×
  5. arXiv · recommended 1×
  • CATEGORY QUERY
    What are essential research papers for developing advanced conversational AI agents?
    you: not recommended
    AI recommended (in order):
    1. BERT
    2. GPT-3
    3. BlenderBot 3

    AI recommended 3 alternatives but never named iwangjian/Paper-Reading-ConvAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find key research on personalized and multimodal dialogue systems?
    you: not recommended
    AI recommended (in order):
    1. ACL Anthology
    2. arXiv
    3. Google Scholar
    4. ACM International Conference on Multimodal Interaction (ICMI)
    5. AAAI Conference on Artificial Intelligence (AAAI)
    6. International Joint Conference on Artificial Intelligence (IJCAI)
    7. Transactions of the Association for Computational Linguistics (TACL)
    8. AI Magazine
    9. Carnegie Mellon University (CMU)
    10. Stanford University
    11. University of Washington
    12. Google AI
    13. Microsoft Research
    14. Meta AI

    AI recommended 14 alternatives but never named iwangjian/Paper-Reading-ConvAI. 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 iwangjian/Paper-Reading-ConvAI?
    pass
    AI did not name iwangjian/Paper-Reading-ConvAI — 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 iwangjian/Paper-Reading-ConvAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iwangjian/Paper-Reading-ConvAI 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 iwangjian/Paper-Reading-ConvAI solve, and who is the primary audience?
    pass
    AI named iwangjian/Paper-Reading-ConvAI explicitly

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

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iwangjian/Paper-Reading-ConvAI — 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