HillZhang1999/llm-hallucination-survey

• highreadme#1

  Reposition the README's main heading to clearly state its purpose

  Why:

  CURRENT

  # llm-hallucination-survey

  COPY-PASTE FIX

  Copy

  # Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models (Official Repository & Comprehensive Reading List)

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• highlicense#2

  Add a LICENSE file to the repository

  Why:

  COPY-PASTE FIX

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  MIT License
  
  Copyright (c) [year] [fullname]
  
  Permission is hereby granted, free of charge, to any person obtaining a copy
  of this software and associated documentation files (the "Software"), to deal
  in the Software without restriction, including without limitation the rights
  to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
  copies of the Software, and to permit persons to whom the Software is
  furnished to do so, subject to the following conditions:
  
  The above copyright notice and this permission notice shall be included in all
  copies or substantial portions of the Software.
  
  THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
  IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
  FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
  AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
  LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
  OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
  SOFTWARE.

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• mediumtopics#3

  Add more specific topics to improve categorization

  Why:

  CURRENT

  awesome-list, large-language-models, reading-list

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  awesome-list, large-language-models, reading-list, llm-hallucination, ai-safety, nlp-survey, research-papers

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Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  How can I prevent large language models from generating factually incorrect or conflicting information?

  you: not recommended
  AI recommended (in order):

  1. LlamaIndex
  2. LangChain
  3. Haystack
  4. OpenAI API
  5. Hugging Face Transformers
  6. Google Search API
  7. Bing Search API
  8. SerpApi
  9. Wikipedia API
  10. Prodigy
  11. Label Studio

  AI recommended 11 alternatives but never named HillZhang1999/llm-hallucination-survey. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  Seeking resources or surveys on understanding and mitigating hallucination issues in large language models.

  you: not recommended
  AI recommended (in order):

  1. R-Tuning
  2. TruthfulQA

  AI recommended 2 alternatives but never named HillZhang1999/llm-hallucination-survey. This is the gap to close.

  Show full AI answer

• Metadata completeness

  warn

  Suggestion:

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of HillZhang1999/llm-hallucination-survey?

  pass
  ✓AI named HillZhang1999/llm-hallucination-survey explicitly

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

• If a team adopts HillZhang1999/llm-hallucination-survey in production, what risks or prerequisites should they evaluate first?

  pass
  ⚠AI did not name HillZhang1999/llm-hallucination-survey — 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?

• In one sentence, what problem does the repo HillZhang1999/llm-hallucination-survey solve, and who is the primary audience?

  pass
  ⚠AI did not name HillZhang1999/llm-hallucination-survey — 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?