reasoning-survey/Awesome-Reasoning-Foundation-Models

• highreadme#1

  Reposition README's H1 to clarify it's a curated list/survey

  原因：

  当前

  # Awesome-Reasoning-Foundation-Models

  复制粘贴的修复

  复制

  # Awesome-Reasoning-Foundation-Models: A Curated List of Papers and Benchmarks

  待办完成忽略
• mediumhomepage#2

  Add a homepage URL to the repository's About section

  原因：

  复制粘贴的修复

  复制

  https://doi.org/10.5281/zenodo.10298864

  待办完成忽略
• lowtopics#3

  Add topics to explicitly mark the repository as an 'awesome list' or 'survey'

  原因：

  当前

  foundation-models, llm, llm-reasoning, multimodal, reasoning, reasoning-agent, reasoning-language-models

  复制粘贴的修复

  复制

  awesome-list, foundation-models, llm, llm-reasoning, multimodal, reasoning, reasoning-agent, reasoning-language-models, survey-paper

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Seeking recent advancements and benchmarks in improving reasoning capabilities of large AI models.

  你：未被推荐
  AI 推荐顺序：

  1. Google PaLM 2 / Gemini
  2. OpenAI GPT-4
  3. Meta LLaMA 2 (meta-llama/llama)
  4. Alpaca (tatsu-lab/stanford_alpaca)
  5. Vicuna (lmsys/vicuna)
  6. DeepMind AlphaCode 2
  7. MATH dataset (hendrycks/math)
  8. GSM8K (openai/grade-school-math)
  9. Big-Bench Hard (BBH) (google/BIG-bench)
  10. ARC (AI2 Reasoning Challenge) (allenai/arc)
  11. MMLU (Massive Multitask Language Understanding) (hendrycks/test)

  AI 推荐了 11 个替代方案，却始终没点名 reasoning-survey/Awesome-Reasoning-Foundation-Models。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are effective techniques for developing autonomous agents with advanced reasoning skills?

  你：未被推荐
  AI 推荐顺序：

  1. Prolog
  2. CLIPS
  3. OWL
  4. Apache Jena
  5. Protégé
  6. Soar
  7. ACT-R
  8. Stable Baselines3
  9. Gymnasium
  10. Ray RLlib
  11. OpenAI GPT-4
  12. GPT-3.5 Turbo
  13. LangChain

  AI 推荐了 13 个替代方案，却始终没点名 reasoning-survey/Awesome-Reasoning-Foundation-Models。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of reasoning-survey/Awesome-Reasoning-Foundation-Models?

  pass
  ⚠AI 未点名 reasoning-survey/Awesome-Reasoning-Foundation-Models —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts reasoning-survey/Awesome-Reasoning-Foundation-Models in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 reasoning-survey/Awesome-Reasoning-Foundation-Models

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo reasoning-survey/Awesome-Reasoning-Foundation-Models solve, and who is the primary audience?

  pass
  ⚠AI 未点名 reasoning-survey/Awesome-Reasoning-Foundation-Models —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？