Math Reasoning

作者 lingzhi2279e6c085d65e3無授權條款386 個星標收錄於 2026年10月8日更新於 2026年10月8日儲存庫7 個月前更新

Formal mathematical reasoning for research papers — derive equations, write proofs, formalize problem settings, select statistical tests, and generate LaTeX math notation. Use when the user needs mathematical derivations, theorem proofs, notation tables, or statistical analysis formalization.

AI 產生的概覽

為研究論文執行形式化數學推理,產出推導、證明、符號表與 LaTeX 輸出。

功能
此技能為研究論文完成嚴謹的數學工作:逐步方程式推導、形式化定理證明、將非正式問題描述形式化、統計檢定選擇、符號表產生以及正確性驗證。它產出可發表等級的 LaTeX,包括以方框標示的最終結果、編號並帶標籤的公式以及表格環境。它依賴隨附的參考資料,涵蓋標準機器學習符號、統計檢定決策樹與證明範本。
適用情境
當使用者需要數學推導、定理證明、形式化問題設定、統計檢定選擇建議、符號表或數學正確性檢查時使用。它面向需要 LaTeX 輸出的研究論文情境。
執行需求
不含指令碼,僅包含指令與兩份隨附參考文件。它假定使用 LaTeX 輸出慣例,並從本機技能路徑讀取參考檔案。

Mathematical Reasoning

Perform rigorous mathematical reasoning and produce publication-quality LaTeX output.

Input

  • $0 — Task type: derive, prove, formalize, stats, notation, verify
  • $1 — Context: equation, theorem statement, problem description, or data description

Tasks

derive — Step-by-step equation derivation

Show every intermediate step. Justify each with the rule applied. Box final result with \boxed{}. Number important equations with \label{eq:name}.

prove — Formal theorem proof

Use appropriate technique: direct, contradiction, induction, construction, or cases. See references/proof-templates.md for LaTeX templates.

formalize — Problem setting formalization

Convert informal description into formal mathematical framework with: variable definitions, domain/range specifications, assumptions, objective function.

stats — Statistical test selection

Use the decision tree in references/notation-guide.md to select appropriate tests. Report p-values, effect sizes, confidence intervals.

notation — Generate notation table

Create a \begin{table} with all symbols used in the paper. Use standard ML notation from references/notation-guide.md.

verify — Check mathematical correctness

Verify: dimensional consistency, boundary cases, gradient computations, notation consistency across sections.

References

  • Standard ML notation + statistical tests: ~/.claude/skills/math-reasoning/references/notation-guide.md
  • Proof templates and theorem environments: ~/.claude/skills/math-reasoning/references/proof-templates.md

Rules

  • Define ALL symbols before first use: "Let $\mathcal{X}$ denote..."
  • Use consistent notation throughout the paper
  • Number equations that are referenced later
  • Use \tag{reason} for key derivation steps
  • State assumptions explicitly
  • Cite lemmas and prior results used in proofs

Related Skills

  • Upstream: research-planning
  • Downstream: algorithm-design, paper-writing-section
  • See also: symbolic-equation, data-analysis

來源與署名

來源:lingzhi227/agent-research-skills位於skills/math-reasoning提交9e6c085

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