AI Adjudication Sheets: Full Data Recovery for LLM Pipelines
AI Adjudication Sheets: Full Data Recovery for LLM Pipelines
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AI Adjudication Sheets: Full Data Recovery for LLM Pipelines
AI Adjudication Sheets: Full Data Recovery for LLM Pipelines
The AI Adjudication Sheets skill constructs comprehensive adjudication or hand-labeling sheets from LLM pipeline data, ensuring that no evidence is lost due to truncation. It is an essential tool for teams handling human rulings on cases classified by LLMs, restoring full text data even when conventional sheet generation results in truncated excerpts or empty cells.
What this skill does
- Builds human adjudication sheets from LLM-pipeline data to avoid evidence truncation.
- Supports the creation of CSV/Excel sheets ensuring completeness for human classification tasks.
- Recovers full rating-basis data, ensuring that each ruling question is judged on exact byte-identical text as seen by LLMs or rater panels.
- Handles the Excel 32,767-character cell cap and corrects multi-line CSV cell issues that cause apparent data absences during import.
- Provides ruling dropdowns and companion text files for enhanced adjudication versatility.
Who it is for
This skill is beneficial for developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex, particularly those involved in data labeling, adjudication, and classification accuracy assurance processes.
Use cases
- Assists when preparing CSV or Excel sheets for humans to rule on cases assessed by LLM classifiers.
- Supports scenarios where human labelers report missing data due to cell truncation or formatting errors.
- Essential for ensuring full visibility on texts with clustered truncation lengths, allowing full context review.
Technical details
- Utilizes applied-microeconomics algorithms for data recovery and organization.
- Employs aiapplication and adjudication-sheets capabilities for seamless integration with popular AI coding platforms.
- Ensures compatibility with CSV/Excel file formats, overcoming traditional capacity limitations and preventing data mangling issues.
Source & Licence
This package is built on open-source work published by kennethkhoocy (kennethkhoocy/applied-micro-skills) and distributed under MIT. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.
Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.
Delivery & Support
- Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
- Format: ZIP archive containing the skill files, documentation and the original licence.
- Support: support@mcpcart.com — we aim to reply within 2 business days.
- Updates: updates are included only where stated on this page.
Refunds
This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.
Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.
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