RRepoGEO

REPOGEO REPORT · LITE

iwangjian/Paper-Reading-ConvAI

Default branch master · commit 85d3a17f · scanned 6/22/2026, 5:07:55 PM

GitHub: 1,041 stars · 160 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 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 highlight curation and structure

    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 provides a **highly organized and curated reading list** of key academic papers in Conversational AI, specifically focusing on 💬 **dialogue systems (agents)** and 📝 **natural language generation**. It serves as a structured guide for researchers and students, offering a more focused and navigable resource than general academic search engines. Contributions are welcome!
  • highlicense#2
    Add a standard open-source license file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to `https://github.com/iwangjian/Paper-Reading-ConvAI` in the 'About' section.

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
Papers With Code
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Papers With Code · recommended 1×
  2. ACL Anthology · recommended 1×
  3. arXiv · recommended 1×
  4. Google Scholar · recommended 1×
  5. Towards Data Science · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated list of research papers on conversational AI systems?
    you: not recommended
    AI recommended (in order):
    1. Papers With Code
    2. ACL Anthology
    3. arXiv
    4. Google Scholar
    5. Towards Data Science
    6. KDnuggets

    AI recommended 6 alternatives but never named iwangjian/Paper-Reading-ConvAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the essential academic papers for understanding natural language generation in dialogue agents?
    you: not recommended
    AI recommended (in order):
    1. Meena
    2. DialoGPT
    3. BART
    4. GPT-2
    5. GPT-3

    AI recommended 5 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 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?

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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