Deweight verify gate
Skill kkunkunya/academic-deweight-suite/plugins/academic-deweight-suite/skills/deweight-verify-gate
Agent plugin for source-preserving academic de-AI and human-anchor-bound rewriting
npx -y skills add kkunkunya/academic-deweight-suite --skill deweight-verify-gateAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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学术降重的残留验收门。用于改写后复扫原 A-code 是否下降、新 A-code 是否冒出、Semantic Anchor 是否漂移、不可变 token 是否漂移。触发关键词:残留验收、Residual AI Gate、改后复扫、文意漂移检查、降重验证。
SKILL.md
2.2 KB, as published. Nobody here has run it
Deweight Verify Gate
Purpose
证明改写不是“换了一种 AI 味”。验收必须同时检查 AI 残留、事实完整性和文意锚定。
Runtime References
- Residual verification gates:
../../_shared/references/residual-verification-gates.md - Semantic Anchor schema:
../../_shared/references/semantic-anchor-schema.md - Pattern Coverage Matrix schema:
../../_shared/references/pattern-coverage-matrix-schema.md - Copyable template:
../../_shared/references/templates/residual-report-template.md - Deterministic check:
../../_shared/scripts/check_residual_report.py
Required Checks
For every rewritten paragraph:
paragraph_id:
original_hit_modes:
remaining_hit_modes:
new_hit_modes:
max_remaining_severity:
max_new_severity:
semantic_anchor_match: pass | fail
immutable_token_match: pass | fail
claim_polarity_match: pass | fail
evidence_strength_match: pass | fail
verdict: pass | revise | blocked
reason:
next_action:
Gates
- If immutable token check fails:
blocked. - If Semantic Anchor hard fields fail:
blocked. - If original A-code remains severe:
revise. - If a new A-code appears with severity 2 or 3:
revise. - If revision would require new evidence or citation verification:
blocked. - If an external detector result is cited without raw verifier output: record it as unverified user/tool evidence, not as a pass condition.
Round Delta Gate
For multi-round rewriting, compare previous and current matrices:
- A28 down but A38 up -> possible A39.
- Surface modes down but A30/A33/A35/A37 up -> mother skeleton not fixed.
- Overall cleaner but one section worse -> rescan that section before more rewriting.
Output
Return a concise verification table. Do not do fresh rewriting in this skill.
Before claiming pass, the report should pass:
python3 ../../_shared/scripts/check_residual_report.py <residual-report.md>