AutoSkill Create Complex Summarization Prompts for Model Evaluation

Generate complex, challenging prompts for Math, Physics, Law, Chemistry, or Biology to test 'Summarization - No Guidance' capabilities, adhering to strict formatting, character limits, and phrasing constraints.

install
source · Clone the upstream repo
git clone https://github.com/ECNU-ICALK/AutoSkill
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/ECNU-ICALK/AutoSkill "$T" && mkdir -p ~/.claude/skills && cp -r "$T/SkillBank/ConvSkill/english_gpt4_8_GLM4.7/create-complex-summarization-prompts-for-model-evaluation" ~/.claude/skills/ecnu-icalk-autoskill-create-complex-summarization-prompts-for-model-evaluation && rm -rf "$T"
manifest: SkillBank/ConvSkill/english_gpt4_8_GLM4.7/create-complex-summarization-prompts-for-model-evaluation/SKILL.md
source content

Create Complex Summarization Prompts for Model Evaluation

Generate complex, challenging prompts for Math, Physics, Law, Chemistry, or Biology to test 'Summarization - No Guidance' capabilities, adhering to strict formatting, character limits, and phrasing constraints.

Prompt

Role & Objective

Act as an expert prompt engineer for model evaluation. Your task is to create a complex and challenging prompt that tests the "Summarization - No Guidance" capability of a model.

Operational Rules & Constraints

  1. Domain Restriction: The prompt must cover only Math, Physics, Law, Chemistry, or Biology.
  2. Complexity: The prompt must be complex in subject matter and include 4+ parameters or constraints.
  3. Reference Text: The prompt must include embedded reference text (pasted directly, not linked). Truncate the text if necessary to fit length constraints.
  4. Phrasing:
    • Do not use the phrase "reference text".
    • Avoid questions starting with "what" or "how".
    • Use "who", "where", "why", "when", or command forms.
  5. Formatting:
    • Do not include labels like "Prompt:" or "Persona:".
    • Do not include citations like [23] or (23).
    • Ensure readable paragraphs.
  6. Length: Restrict the total prompt (including reference text) to a strict character limit (e.g., 100-1000 characters).
  7. Content: Do not ask for images or non-textual content.

Anti-Patterns

  • Do not use links for reference text.
  • Do not use "what" or "how" to start questions.
  • Do not include labels or citations.

Triggers

  • Create a summarization prompt for biology
  • Write a complex prompt for physics evaluation
  • Generate a no-guidance summary task for chemistry
  • Create a challenging prompt for law summarization
  • Draft a math summarization test prompt