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06RESEARCH PAPERPreprint

The Truth Contract: Pre-commit Verification as Research Integrity Infrastructure for Independent ML Researchers

Chen, Ho Yiing

發表日期

DOI 10.5281/zenodo.20313796 Zenodo 紀錄頁 PDF(110 KB)

01

摘要

ABSTRACTZenodo 原文

Independent ML researchers do not get peer review, adversarial collaborators, or institutional ethics boards. The gap shows up as inflated claims, hallucinated citations, and silent rewrites of past failure.

I describe a lightweight integrity layer for this setting, the Truth Contract: a project-level SOUL.md document declaring forbidden phrasings, a pre-commit hook truth-lint that scans diffs and commit messages for violations, and an auto-citation verifier that blocks publish until every bibliography entry resolves against a primary source.

I describe the Mercury project's 24-hour sprint as a case study, including a real failure mode where two preprints went to permanent DOIs with bibliography errors that the verifier would have caught had it been wired in at the start. The Truth Contract did not prevent the failure; it caught the failure within hours and forced a corrigendum. That is what I claim it is for.

Companion records: Mercury method (10.5281/zenodo.20313154), Mercury-Viewer dataset (10.5281/zenodo.20313150).

02

全文 PDF

FULL TEXT1 個檔
  • 下載 PDFpaper5-truth-contract.pdf・110 KB・本站

PDF 與 Zenodo 上的檔案相同(大小與 md5 已核對)。

03

論文資料

DETAILSZenodo 紀錄 20313796
作者
Chen, Ho Yiing
發表日期
資源類型
Preprint
DOI
10.5281/zenodo.20313796
Zenodo
zenodo.org/records/20313796
授權
Creative Commons Attribution 4.0 International
版本
1.0.0

作者 Chen, Ho Yiing 是織田紀香的本名(陳禾穎)英文拼寫。標題、摘要、關鍵字與授權照 Zenodo 原文。

04

關鍵字

KEYWORDS10 個
  • research integrity
  • reproducibility
  • pre-commit hooks
  • ML research methodology
  • citation verification
  • hallucinated citations
  • independent research
  • open science infrastructure
  • responsible ML
  • Mercury
05

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