REPOGEO REPORT · LITE
royal12646/Chinese-offensive-language-detect
Default branch main · commit 0c16d4fd · scanned 6/6/2026, 3:23:07 AM
GitHub: 805 stars · 53 forks
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 royal12646/Chinese-offensive-language-detect, 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.
- hightopics#1Add relevant topics to the repository
Why:
CURRENT(none)
COPY-PASTE FIX["chinese-nlp", "offensive-language-detection", "hate-speech-detection", "content-moderation", "natural-language-processing", "text-classification", "machine-learning", "deep-learning", "data-generation", "mandarin"]
- highlicense#2Add a LICENSE file to the repository
Why:
CURRENT(no LICENSE file detected — the repo has no recognizable license)
COPY-PASTE FIXCreate a `LICENSE` file in the repository root. For example, you could use the MIT License text, which is permissive and widely adopted, or choose another license that fits your project's goals.
- mediumreadme#3Reposition the README's opening to highlight the solution
Why:
CURRENT# Chinese-offensive-language-detect **本数据集用于中文攻击性语言检测任务的研究与开发,包含大量具有攻击性、侮辱性、歧视性、涉黄等内容的文本示例。这些文本仅用于自然语言处理领域的分类建模、对抗鲁棒性测试、语言安全性研究等学术与工程目的。**
COPY-PASTE FIX# Chinese-offensive-language-detect 本项目旨在通过数据生成技术、模型微调技术、加权投票技术来检测以下6种有害文本:涉黄有害文本、辱骂/谐音辱骂有害文本、地域、性别、种族、职业攻击有害文本。 **本数据集用于中文攻击性语言检测任务的研究与开发,包含大量具有攻击性、侮辱性、歧视性、涉黄等内容的文本示例。这些文本仅用于自然语言处理领域的分类建模、对抗鲁棒性测试、语言安全性研究等学术与工程目的。**
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.
- Google Cloud Natural Language API · recommended 2×
- Hugging Face Transformers · recommended 2×
- Baidu AI Cloud Content Moderation · recommended 1×
- Tencent Cloud Content Moderation · recommended 1×
- Alibaba Cloud Content Moderation · recommended 1×
- CATEGORY QUERYHow to detect and filter various types of offensive language in Chinese text?you: not recommendedAI recommended (in order):
- Baidu AI Cloud Content Moderation
- Tencent Cloud Content Moderation
- Alibaba Cloud Content Moderation
- Google Cloud Natural Language API
- Hugging Face Transformers
- Python's `re` module
- Microsoft Azure Content Moderator
AI recommended 7 alternatives but never named royal12646/Chinese-offensive-language-detect. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for a solution to identify hate speech and discriminatory content in Mandarin.you: not recommendedAI recommended (in order):
- Google Cloud Natural Language API
- Baidu AI Cloud NLP
- Tencent Cloud NLP
- OpenAI GPT-3.5/GPT-4
- Hugging Face Transformers
- Microsoft Azure Cognitive Services - Text Analytics
- scikit-learn
- TensorFlow
- PyTorch
AI recommended 9 alternatives but never named royal12646/Chinese-offensive-language-detect. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
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 royal12646/Chinese-offensive-language-detect?passAI did not name royal12646/Chinese-offensive-language-detect — 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 royal12646/Chinese-offensive-language-detect in production, what risks or prerequisites should they evaluate first?passAI named royal12646/Chinese-offensive-language-detect 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 royal12646/Chinese-offensive-language-detect solve, and who is the primary audience?passAI did not name royal12646/Chinese-offensive-language-detect — 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
Drop this badge into the README of royal12646/Chinese-offensive-language-detect. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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royal12646/Chinese-offensive-language-detect — 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