Human Adjudication Sheets

by kennethkhoocy

Human Adjudication Sheets is a Quality skill for Claude Code, published by kennethkhoocy in applied-micro-skills.

48 stars0 forkson kennethkhoocy/applied-micro-skillsAdded 2026/08/11Repository updated 2026/07/22

View source on GitHub Download repo ZIP

applied-microeconomicsclaude-codeclaude-skillscodexcodex-skillsempirical-research

Install in seconds

Install Human Adjudication Sheets

Copy Human Adjudication Sheets into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/kennethkhoocy/applied-micro-skills/tree/main/plugins/applied-micro/skills/adjudication-sheets ~/.claude/skills/adjudication-sheets

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/kennethkhoocy/applied-micro-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: plugins/applied-micro/skills/adjudication-sheets/SKILL.md in kennethkhoocy/applied-micro-skills
Installs to: ~/.claude/skills/adjudication-sheets
Collection: One of 25 skills cataloged from this repository
Category: Quality — 1354 skills

What Human Adjudication Sheets does

Prepares human-readable adjudication sheets from LLM pipeline outputs, recovering full evidence and handling Excel cell limits, multi-line text, and truncation issues to ensure valid human rulings.

Human Adjudication Sheets is cataloged under Quality on DirSkills. Human Adjudication Sheets comes from a repository tagged applied-microeconomics, claude-code, claude-skills, codex and codex-skills.

Documentation

README

Excerpt

Human Adjudication Sheets from LLM-Pipeline Data

Problem

Adjudication sheets built from pipeline intermediates tend to carry truncated "excerpt" columns (previews made for machine diffing, not human judging). A human asked to rule "does this text show X?" on a fragment produces invalid rulings: the decisive sentence may sit past the cutoff. Separately, multi-line text in CSV cells renders as broken rows/empty cells in Excel, so the labeler reports "there is no data here" even when the column is populated.

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Human Adjudication Sheets

What else does kennethkhoocy publish alongside Human Adjudication Sheets?
Human Adjudication Sheets is one of 25 skills that DirSkills catalogs from kennethkhoocy/applied-micro-skills, the repository it ships in. Its siblings there include Adversarial Empirical Review, Annotator Input Parity Check and AsyncOpenAI Concurrency Fix. Each one is a separate skill with its own page in this directory, installs the same way Human Adjudication Sheets does, and is maintained by kennethkhoocy in that same repository. The rest of the collection is listed on the kennethkhoocy/applied-micro-skills page.
How does Human Adjudication Sheets compare to other Quality skills?
Human Adjudication Sheets ranks #1297 by stars among the 1354 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Human Adjudication Sheets against them. Open each page to compare what they document and how they install.