Math Reasoning

作者 lingzhi2279e6c085d65e3无许可证386 个星标收录于 2026年10月8日更新于 2026年10月8日仓库7个月前更新

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 生成的概览

为研究论文执行形式化数学推理,产出推导、证明、符号表和 LaTeX 输出。

功能
该技能为研究论文完成严谨的数学工作:逐步方程推导、形式化定理证明、将非正式问题描述形式化、统计检验选择、符号表生成以及正确性验证。它产出可发表级别的 LaTeX,包括用方框标出的最终结果、编号并带标签的公式以及表格环境。它依赖随附的参考资料,涵盖标准机器学习符号、统计检验决策树和证明模板。
适用场景
当用户需要数学推导、定理证明、形式化问题设定、统计检验选择建议、符号表或数学正确性检查时使用。它面向需要 LaTeX 输出的研究论文场景。
运行要求
不含脚本,仅包含指令和两份随附参考文档。它假定使用 LaTeX 输出规范,并从本地技能路径读取参考文件。

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

来源与署名

来源:lingzhi227/agent-research-skills位于skills/math-reasoning提交9e6c085

许可证: 无许可证

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