academic-paper

$27

Write a paper on the impact of declining birth rates on private university management strategies

Execution flow:

• Configuration interview — paper type, discipline, citation format, output format

• Literature search — systematic search strategy, source screening

• Architecture design — paper structure, outline, word count allocation

• Argumentation construction — claim-evidence chains, logical flow

• Full-text drafting — section-by-section draft, register adjustment

• Citation compliance + bilingual abstract (parallel)

• Peer review — five-dimension scoring, revision suggestions

• Output formatting — LaTeX/DOCX (via Pandoc)/PDF/Markdown

Trigger Conditions

Trigger Keywords

English: write paper, academic paper, paper outline, write abstract, revise paper, literature review paper, check citations, convert to LaTeX, convert format, format paper, conference paper, journal article, thesis chapter, research paper, guide my paper, help me plan my paper, step by step paper, draft manuscript, write methodology, write discussion, parse reviews, revision roadmap, help me with my revision, I got reviewer comments, convert citations

繁體中文: 寫論文, 學術論文, 論文大綱, 寫摘要, 修改論文, 文獻回顧論文, 檢查引用, 轉 LaTeX, 轉換格式, 研討會論文, 期刊文章, 學位論文, 研究論文, 引導我寫論文, 幫我規劃論文, 逐步寫論文, 寫方法論, 寫討論, 審查意見, 修訂路線圖, 幫我修改, 我收到審查意見, 轉換引用格式

Plan Mode Activation

Activate plan mode when the user wants guidance, step-by-step planning, or expresses uncertainty about paper structure. Default rule: when ambiguous between plan and full, prefer plan.

See references/plan_mode_protocol.md for full intent signals and activation rules.

Does NOT Trigger

Scenario

Use Instead

Deep research / fact-checking (not paper writing)

deep-research

Reviewing a paper (structured review)

academic-paper-reviewer

Full research-to-paper pipeline

academic-pipeline

Distinction from deep-research

Feature

academic-paper

deep-research

Primary output

Publishable paper draft

Research report

Structure

Journal-ready (IMRaD, etc.)

APA 7.0 report

Citation

Multi-format (APA/Chicago/MLA/IEEE/Vancouver)

APA 7.0 only

Abstract

Bilingual (zh-TW + EN)

Single language

Peer review

Simulated 5-dimension review

Editorial review

Output format

LaTeX/DOCX (via Pandoc)/PDF/Markdown

Markdown only

Revision loop

Max 2 rounds with targeted feedback

Max 2 rounds

Agent Team (12 Agents)

#

Agent

Role

Phase

1

intake_agent

Configuration interview: paper type, discipline, journal, citation format, output format, language, word count; Handoff detection; Plan mode simplified interview

Phase 0

2

literature_strategist_agent

Search strategy design, source screening, annotated bibliography, literature matrix

Phase 1

3

structure_architect_agent

Paper structure selection, detailed outline, word count allocation, evidence mapping

Phase 2

4

argument_builder_agent

Argument construction, claim-evidence chains, logical flow, counter-argument handling; Plan mode argument stress test

Phase 3 / Plan Step 3

5

draft_writer_agent

Section-by-section full draft writing, discipline register adjustment, word count tracking

Phase 4

6

citation_compliance_agent

Citation format verification, reference list completeness, DOI checking

Phase 5a

7

abstract_bilingual_agent

Bilingual abstract (zh-TW + EN), 5-7 keywords each

Phase 5b

8

peer_reviewer_agent

Simulated double-blind review, five-dimension scoring, revision suggestions (max 2 rounds)

Phase 6

9

formatter_agent

Convert to LaTeX/DOCX (via Pandoc)/PDF/Markdown, journal formatting, cover letter, citation format conversion (APA 7 / Chicago / MLA / IEEE / Vancouver)

Phase 7

10

socratic_mentor_agent

Plan mode Socratic mentor: chapter-by-chapter guidance, convergence criteria (4 signals), question taxonomy (4 types), INSIGHT extraction

Plan Step 0-3

11

visualization_agent

Parse paper data and generate publication-quality figure code (Python matplotlib / R ggplot2) with APA 7.0 formatting, colorblind-safe palettes, and LaTeX integration

Phase 4 / Phase 7

12

revision_coach_agent

Parse unstructured reviewer comments into structured Revision Roadmap; classify, map, and prioritize comments; works standalone without prior pipeline execution

Revision-Coach mode

Output Formats

Text Formats

LaTeX (.tex + .bib), DOCX (via Pandoc), PDF (via LaTeX or Pandoc), Markdown.

Figures

When the paper contains quantitative results, the visualization_agent can generate publication-ready figures in Python (matplotlib/seaborn) or R (ggplot2) with APA 7.0 formatting and colorblind-safe palettes. Figures are delivered as runnable code + LaTeX \includegraphics integration code. See references/statistical_visualization_standards.md for chart type decision trees and code templates.

Citation Formats

APA 7.0 (default), Chicago (Author-Date or Notes-Bibliography), MLA 9, IEEE, Vancouver. The formatter_agent supports late-stage citation format conversion between any two supported formats via "Convert citations to [format]".

Orchestration Workflow (8 Phases)

Phase 0: CONFIG        -> [intake_agent]              -> Paper Configuration Record

Phase 1: RESEARCH      -> [literature_strategist]      -> Search Strategy + Source Corpus

Phase 2: ARCHITECTURE  -> [structure_architect]        -> Paper Outline + Evidence Map

Phase 3: ARGUMENTATION -> [argument_builder]           -> Argument Blueprint

Phase 4: DRAFTING      -> [draft_writer]               -> Complete Draft

Phase 5a: CITATIONS    -> [citation_compliance] ──┐    -> Citation Audit Report

Phase 5b: ABSTRACT     -> [abstract_bilingual]   ─┘    -> Bilingual Abstract + Keywords  (parallel)

Phase 6: PEER REVIEW   -> [peer_reviewer]              -> Review Report (max 2 revision loops)

Phase 7: FORMAT        -> [formatter]                  -> Final Output Package

See references/workflow_phase_details.md for detailed per-phase agent behavior and output descriptions.

Checkpoint Rules

• ⚠️ IRON RULE: User must confirm Paper Configuration Record before proceeding to Phase 1

• Phase 2 -> 3: User must approve outline (can request restructuring)

• ⚠️ IRON RULE: Max 2 revision loops; unresolved items -> "Acknowledged Limitations"

• Peer Review Critical-severity issues block progression to Phase 7

• User can skip Phase 1 (literature) if providing own sources

**v3.4.0 compliance (applies to full mode):** Before finalization, compliance_agent runs RAISE principles-only check (warn-only; primary research is outside PRISMA-trAIce scope). Warnings are listed in the disclosure statement but never block the pipeline. See shared/raise_framework.md §Scope disclaimer.

Phase-by-phase Invocation Contract (v3.9.2)

academic-paper pipeline runs in 8 phases (Phase 0 intake → 7 formatting). Two invocation modes:

Mode A — orchestrator-driven (default): pipeline_orchestrator_agent (in academic-pipeline skill) runs all phases end-to-end with state tracking via Material Passport.

Mode B — phase-by-phase (cross-session resume): User invokes one agent per phase across sessions for long-running projects. Common pattern: write the draft in one session, return next week to citation-check / abstract / peer-review independently.

In Mode B, **single-phase agents (Bucket A per docs/design/2026-05-18-ars-v3.9.2-agent-phase-classification.md) stay strictly within their assigned phase for writes**. The 7 Bucket A agents in academic-paper are: literature_strategist (P1), structure_architect (P2), draft_writer (P4/P6 per invocation), citation_compliance (P5a), abstract_bilingual (P5b), peer_reviewer (P6), formatter (P7). Reads from upstream phases are allowed.

Multi-phase agents (Bucket B: argument_builder P3+Plan, visualization P4+P7) do exactly the work specified by the caller's invocation for that phase — no extension to other phases in the same call. The v3.6.6 generator-evaluator contract below additionally constrains draft_writer and peer_reviewer sub-phase behavior (Phase 4a/4b, Phase 6a/6b).

Routing into Mode B requires explicit user signal — /ars-<mode> slash command or [direct-mode] prefix. Ambiguous cross-phase input defaults to clarification per .claude/CLAUDE.md Routing Discipline + shared/references/intent_clarification_protocol.md.

Enforcement (v3.9.2): prompt-level via Phase Boundary blocks on Bucket A agents + advisory verifier (scripts/check_pipeline_integrity.py). Deterministic PreToolUse hook + multi-phase envelope deferred to v3.10 active conductor (#134).

v3.6.6 Generator-Evaluator Contract Protocol

Authoritative orchestration block for the v3.6.6 contract-gated phase splits inside academic-paper full mode. Schema 13.1 since v3.6.6 (shared/sprint_contract.schema.json). Templates: shared/contracts/writer/full.json + shared/contracts/evaluator/full.json. Design spec: docs/design/2026-04-27-ars-v3.6.6-generator-evaluator-contract-design.md §5.

**Applies to academic-paper full mode only.** Nine non-full modes (plan, outline-only, revision, revision-coach, abstract-only, lit-review, format-convert, citation-check, disclosure) are byte-equivalent across v3.6.5 → v3.6.6 and do not invoke this protocol. Pipeline boundary unchanged: academic-pipeline Stage 2 dispatches academic-paper in plan or full mode (full only invokes this protocol); Stage 3 dispatches the separate academic-paper-reviewer skill (5-panel external editorial review). The in-pair Phase 6 evaluator under this protocol and the Stage 3 reviewer are different review layers — see design doc §5.1 audit conclusion 2.

Overview

v3.6.6 splits Phase 4 (writer drafting) and Phase 6 (in-pair evaluator review) into paper-blind / paper-visible call pairs gated by the writer_full and evaluator_full contracts. The split mirrors academic-paper-reviewer/references/sprint_contract_protocol.md (the v3.6.2 reviewer pattern) but adapts it for single-agent generator modes that have no panel and (for the writer) no scoring_plan.

The load-bearing mechanism is the physical separation of calls: writer Phase 4a never sees the runtime drafting artefacts; evaluator Phase 6a never sees the writer Phase 4b draft. This destroys the "read the paper, then rationalise the standard" drift path on the in-pair self-quality gate.

Four-call structure

For each academic-paper full invocation, Phase 4 + Phase 6 expand from two single calls into four separate model calls. Each call has its own system prompt and user content per the system-vs-user content discipline below.

• Phase 4a — writer paper-blind pre-commitment.

• System prompt: ### Phase 4a — Writer paper-blind pre-commitment sub-section in academic-paper/agents/draft_writer_agent.md § "v3.6.6 Generator-Evaluator Contract Protocol".

• User content: writer_full contract JSON + paper metadata only (title, field, word_count).

• Output: ## Acceptance Criteria Paraphrase section + terminal [PRE-COMMITMENT-ACKNOWLEDGED] tag.

• Lint: 3 structural checks (see § "Phase 4a / 6a output lint" below).

• Phase 4b — writer paper-visible drafting + self-scoring.

• System prompt: ### Phase 4b — Writer paper-visible drafting + self-scoring sub-section in the same agent file.

• User content: writer_full contract JSON (re-injected) + Phase 4a output wrapped in <phase4a_output>...</phase4a_output> data delimiter + upstream drafting artefacts (Paper Configuration Record, Paper Outline, Argument Blueprint, Annotated Bibliography, optional Style Profile, optional Knowledge Isolation Directive).

• Output: ## Draft Body → ## Dimension Scores → ## Failure Condition Checks → ## Writer Decision.

• Lint: 4 structural checks (see § "Phase 4b / 6b output lint" below).

• Phase 6a — evaluator paper-blind pre-commitment.

• System prompt: ### Phase 6a — Evaluator paper-blind pre-commitment sub-section in academic-paper/agents/peer_reviewer_agent.md § "v3.6.6 Generator-Evaluator Contract Protocol".

• User content: evaluator_full contract JSON + paper metadata + the writer's most recent <phase4a_output> (the writer artefact the evaluator must verify per disagreement_handling.pre_commitment_check_protocol.check_writer_artifact).

• Output: ## Contract Paraphrase + ## Scoring Plan (per-dimension dimension_id / what_to_look_for / what_triggers_block / what_triggers_warn) + terminal [PRE-COMMITMENT-ACKNOWLEDGED] tag.

• Lint: 5 structural checks.

• Phase 6b — evaluator paper-visible scoring + decision.

• System prompt: ### Phase 6b — Evaluator paper-visible scoring + decision sub-section in the same agent file.

• User content: evaluator_full contract JSON (re-injected) + Phase 6a output wrapped in <phase6a_output>...</phase6a_output> + the writer's <phase4a_output> (unconditional per pre_commitment_check_protocol.check_writer_artifact) + the writer Phase 4b draft (the artefact under review).

• Output: ## Dimension Scores → ## Failure Condition Checks → ## Review Body → ## Evaluator Decision.

• Lint: 5 structural checks.

System prompt vs user content discipline

Mirrors sprint_contract_protocol.md §2 reviewer pattern verbatim:

• System prompt carries invariant policy text only: the phase sub-section instructions from the agent file's ## v3.6.6 Generator-Evaluator Contract Protocol block, the lint description, and the phase-boundary tag conventions.

• User content carries the contract JSON (re-injected per call) plus the runtime inputs allowed at that phase: paper metadata, <phase4a_output> / <phase6a_output> delimiter blocks, upstream drafting artefacts, the paper draft.

All dynamic LLM output (Phase Na runtime emissions, paper content) lives in user content via data delimiters, never in the system prompt. This prevents accidental elevation of dynamic per-paper content into the invariant policy surface.

Schema field name vs runtime emission distinction

pre_commitment_artifacts (snake_case, backticks) is the schema field name in shared/sprint_contract.schema.json — a configuration declaration in the frozen contract baseline. The "writer Phase 4a pre-commitment output" is the runtime emission — the actual Markdown text the writer agent emits in Phase 4a. The runtime emission lives inside <phase4a_output> and gets handed off to Phase 4b / Phase 6a / Phase 6b. Same pattern for disagreement_handling (schema field) vs "evaluator Phase 6a pre-commitment output" (runtime emission). Mixing the two leads to confusion between contract baseline configuration and LLM-generated content.

Phase 4a / 6a output lint

Mode-specific structural check counts, per sprint_contract_protocol.md §4 enumeration convention:

• Writer Phase 4a (3 checks): required sections in order (## Acceptance Criteria Paraphrase, terminal [PRE-COMMITMENT-ACKNOWLEDGED]); paraphrase paragraph count ≥ pre_commitment_artifacts.acceptance_criteria_paraphrase.minimum_dimensions; Phase 4a content references contract JSON + paper metadata only. **No ## Scoring Plan section** — writer_full carries no scoring_plan.

• Evaluator Phase 6a (5 checks): required sections in order (## Contract Paraphrase, ## Scoring Plan, terminal [PRE-COMMITMENT-ACKNOWLEDGED]); paraphrase paragraph count ≥ disagreement_handling.paraphrase_minimum_dimensions; one ### <Dn>: <name> subsection per acceptance dimension; each scoring_plan subsection contains disagreement_handling.scoring_plan.per_dimension_criteria four-field shape (dimension_id, what_to_look_for, what_triggers_block, what_triggers_warn); Phase 6a content references contract JSON + paper metadata + the writer's <phase4a_output> only (no full draft / paper content).

Retry semantics: lint failure on the first attempt → retry once with the specific lint gap hinted in the system prompt; second failure → mark this role unusable per § "Single-agent generator unusable handling" below.

Phase 4b / 6b output lint

• Writer Phase 4b (4 checks): required sections in order — ## Draft Body, ## Dimension Scores, ## Failure Condition Checks, ## Writer Decision; Dimension Scores one-to-one across the seven writer dimensions D1–D7 (per shared/contracts/writer/full.json); Failure Condition Checks one-to-one across F1 / F4 / F2 / F3 / F0; Writer Decision derivable from F-condition severity precedence. No multi-dissent retry (writer has no scoring_plan to dissent against). No consistency check (writer Phase 4a emits no scoring_plan trigger tokens).

• Evaluator Phase 6b (5 checks): required sections in order — ## Dimension Scores, ## Failure Condition Checks, ## Review Body, ## Evaluator Decision; Dimension Scores one-to-one across the five evaluator dimensions D1–D5 (per shared/contracts/evaluator/full.json); Failure Condition Checks one-to-one across F1 / F2 / F3 / F6 / F4 / F5 / F0; consistency check (Phase 6b score substring-matches Phase 6a disagreement_handling.scoring_plan.per_dimension_criteria trigger tokens); Evaluator Decision derivable from F-condition severity precedence. No multi-dissent retry (evaluator's intra-phase disagreement is encoded as F-condition action via disagreement_handling.disagreement_resolution, not as a retry trigger).

Multi-dissent retry remains reviewer-only (academic-paper-reviewer skill); generator modes have no panel and no scoring_plan dissent anchor.

Lint count summary across the three modes:

Phase

Reviewer (zero-touch)

Writer

Evaluator

Phase 1 / 4a / 6a

5

3

5

Phase 2 / 4b / 6b

6

4

5

Single-agent generator unusable handling

When a writer or evaluator phase becomes unusable (Phase Na lint twice fail OR Phase Nb lint fail), academic-paper emits a phase-level abort tag and routes to user intervention:

• Writer Phase 4 unusable → [GENERATOR-PHASE-ABORTED: role=writer, contract=<id>, reason=<lint_failure_kind>] → abort academic-paper Phase 4 → user intervention decides retry / fallback / regression to Phase 3 (Argument Blueprint).

• Evaluator Phase 6 unusable → [GENERATOR-PHASE-ABORTED: role=evaluator, contract=<id>, reason=<lint_failure_kind>] → abort academic-paper Phase 6 → user intervention decides retry / fallback / regression to Phase 5 (Drafting completion).

[GENERATOR-PHASE-ABORTED] does not constitute a valid Phase 6b emission and cannot enter Stage 3 reviewer dispatch. Two valid Stage 3 entry paths exist (per design doc §5.1):

• Standard path: evaluator Phase 6b emits F0 evaluator_decision=accept or F4 evaluator_decision=accept_with_dissent_note.

• Exceptional path: evaluator Phase 6b emits F5 evaluator_decision=flag_for_reviewer_stage after the in-pair revision loop exhausts at round 2 with mandatory-dimension block recurring.

academic-paper carries no panel cardinality invariant for writer / evaluator (no panel_size field — Schema 13.1 §3.3.5 reviewer-conditional). There is no [PANEL-SHRUNK] analogue at the generator side; [GENERATOR-PHASE-ABORTED] is phase-level abort.

Operational monitor: track [GENERATOR-PHASE-ABORTED] rate over the first three months of v3.6.6 deployment. The denominator is **per academic-paper full run** — one user-perceived top-level invocation. The 5% threshold is (runs_with_any_abort) / (total_runs). If the rate exceeds 5%, v3.6.7 introduces graceful-degradation fallback (see § "Known limitations" below).

Cross-session resume scope

The v3.6.6 generator-evaluator round (Phase 4a + Phase 4b + Phase 6a + Phase 6b + in-pair revision loop) is an in-session atomic unit. Manual session split mid-round → writer Phase 4a output is lost; new session must restart academic-paper full mode from Phase 0.

The v3.6.3 ARS_PASSPORT_RESET=1 reset_boundary[] mechanism (per academic-pipeline/references/passport_as_reset_boundary.md) operates at academic-pipeline Stage boundaries, not at academic-paper internal phase boundaries. academic-paper internal phases (4a / 4b / 6a / 6b) are not boundary points; no kind: boundary ledger entry is emitted between them. v3.6.7+ may introduce pre_commitment_history[] to persist writer Phase 4a artefacts across sessions if operational data warrants — see § "Known limitations" below.

Known limitations

• No graceful-degradation fallback in v3.6.6: when the writer or evaluator phase aborts via [GENERATOR-PHASE-ABORTED], academic-paper full aborts and routes to user intervention. v3.6.7 may introduce a fallback that degrades the affected phase to v3.6.5 single-call behaviour and logs the degradation. v3.6.6 ships with abort-only behaviour. See § "Single-agent generator unusable handling" above for the operational 5% / three-month monitor.

• No cross-session resume mid-round: the four-phase generator-evaluator round is an in-session atomic unit. Manual session split mid-round loses the writer Phase 4a artefact and forces restart from Phase 0. v3.6.7+ may introduce a pre_commitment_history[] ledger entry in Schema 9 to persist the writer Phase 4a artefact across session boundaries; v3.6.6 does not implement.

• **In-pair Phase 6 evaluator vs academic-paper-reviewer external review**: the in-pair peer_reviewer_agent (Phase 6 evaluator with the v3.6.6 contract gate) and the standalone academic-paper-reviewer skill (Stage 3 5-panel external editorial review) serve different review layers and remain documented as known technical debt per design doc §1 known limitations. Routing / merge decisions are deferred to v3.7.x.

Operational Modes (10 Modes)

See references/mode_selection_guide.md for details.

Mode

Trigger

Agents

Output

full

"Write a paper"

All 9 (+ 11 if quantitative)

Complete paper draft (with figures if applicable)

outline-only

"Paper outline"

1->2->3

Detailed outline + evidence map

revision

"Revise paper"

8->5->6

Revised draft with tracked changes (uses templates/revision_tracking_template.md)

abstract-only

"Write abstract"

1->7

Bilingual abstract + keywords

lit-review

"Literature review"

1->2

Annotated bibliography + synthesis

format-convert

"Convert to LaTeX" / "Convert citations to [format]"

9 only

Formatted document; includes citation format conversion (APA 7 / Chicago / MLA / IEEE / Vancouver)

citation-check

"Check citations"

6 only

Citation error report

plan

"guide my paper" / "help me plan my paper"

1->10->3->4

Chapter Plan + INSIGHT Collection

revision-coach

"parse reviews" / "revision roadmap" / "I got reviewer comments"

12 only

Revision Roadmap + optional Tracking Template + Response Letter Skeleton

**disclosure** (v3.2)

"AI disclosure for Nature" / "generate AI usage statement"

9 only

Venue-specific AI-usage disclosure paragraph(s) + placement instructions

Quick Mode Selection Guide

Your Situation

Recommended Mode

Spectrum

Starting from scratch with a clear RQ

full

balanced

Need help planning before writing

plan

originality

Just need an outline

outline-only

balanced

Have a draft, received review feedback

revision

fidelity

Have unstructured reviewer comments

revision-coach

balanced

Just need an abstract

abstract-only

fidelity

Need to check/fix citations

citation-check

fidelity

Need to convert format (LaTeX, DOCX) or citation style

format-convert

fidelity

Want a systematic literature review paper

lit-review

fidelity

Need a venue-specific AI-usage disclosure statement for submission

disclosure

fidelity

Spectrum (v3.2): fidelity = template-heavy, predictable output; balanced = default; originality = exploratory, template-light. See shared/mode_spectrum.md for the full cross-skill spectrum table.

Not sure? Start with plan — it will guide you step by step. disclosure is a finishing step — run it after the paper is drafted, targeting the venue you plan to submit to.

Mode Selection Logic

See references/mode_selection_guide.md for trigger-to-mode mappings and the full selection flowchart.

Plan Mode: Chapter-by-Chapter Guided Planning

Socratic mode that guides users through paper planning one chapter at a time. Builds a complete Paper Blueprint through structured dialogue.

See references/plan_mode_protocol.md for the full chapter-by-chapter dialogue flow and Paper Blueprint structure.

Handoff Protocol: deep-research -> academic-paper

intake_agent automatically detects deep-research materials (RQ Brief / Bibliography / Synthesis / INSIGHT Collection) and skips redundant steps. See deep-research/SKILL.md Handoff Protocol for the complete handoff material format.

Failure Paths

See references/failure_paths.md for details. Quick reference:

Failure Scenario

Handling Strategy

Insufficient research foundation

Recommend running deep-research first

Wrong paper structure selected

Return to Phase 2, suggest alternative structure

Word count significantly over/under target

Identify problematic chapters, suggest trimming/expansion

Citation format entirely wrong

Re-run the entire citation phase

Peer review rejection

Analyze rejection reasons, suggest major revision or restructuring

Plan mode not converging

Suggest switching to outline-only mode

Incomplete handoff materials

List missing items, suggest supplementing or re-running

User abandons midway

Save completed Chapter Plan

Full Academic Pipeline

See academic-pipeline/SKILL.md for the complete workflow.

Phase 0: Configuration Interview

See agents/intake_agent.md for the complete field definitions of the Phase 0 configuration interview. The interview covers 9 items: paper type, discipline, target journal, citation format, output format, language, abstract, word count, and existing materials. Outputs a Paper Configuration Record, awaiting user confirmation.

File Structure

Agent definitions: agents/{agent_name}.md — one file per agent (12 total, matching Agent Team table above).

References (19 files in references/):

• Citation: apa7_extended_guide, apa7_chinese_citation_guide, citation_format_switcher

• Writing: academic_writing_style, writing_quality_check, writing_judgment_framework

• Structure: paper_structure_patterns (6 types), abstract_writing_guide

• Domain: hei_domain_glossary (bilingual), journal_submission_guide, latex_template_reference

• Process: failure_paths (12 scenarios), mode_selection_guide (10 modes), plan_mode_protocol, workflow_phase_details

• Ethics: credit_authorship_guide (CRediT 14 roles), funding_statement_guide, statistical_visualization_standards

• Disclosure (v3.2): disclosure_mode_protocol (venue-specific AI-usage statement generation), venue_disclosure_policies (v1 database: ICLR, NeurIPS, Nature, Science, ACL, EMNLP)

• Also: deep-research/references/apa7_style_guide.md (base reference, extended here)

Templates (11 files in templates/): imrad, literature_review, case_study, theoretical_paper, policy_brief, conference_paper, latex_article_template.tex, bilingual_abstract, credit_statement, funding_statement, revision_tracking (4 status types).

Examples (5 files in examples/): imrad_hei_example, literature_review_example, plan_mode_guided_writing, chinese_paper_example, revision_mode_example.

Anti-Patterns

Explicit prohibitions to prevent common failure modes:

#

Anti-Pattern

Why It Fails

Correct Behavior

1

AI-typical overused terms

"delve into", "crucial", "it is important to note" = instant AI detection

Use discipline-specific vocabulary; see references/writing_quality_check.md

2

Em dash abuse

More than 2 em dashes per page signals AI writing

Use parentheses, commas, or restructure the sentence

3

Throat-clearing openers

"In this section, we will discuss..." adds no information

Start with the claim or finding directly

4

Uniform paragraph lengths

Every paragraph is 4-5 sentences = monotonous AI rhythm

Vary paragraph length naturally (2-8 sentences)

5

⚠️ IRON RULE: Fabricated citations

Inventing plausible-sounding references that don't exist

Every citation must be verified via DOI or WebSearch; see academic-pipeline/agents/integrity_verification_agent.md

6

Sycophantic revision

Accepting all reviewer feedback without critical evaluation

Use REVIEWER_DISAGREE status when reviewer is wrong; justify with evidence

7

Scope creep during revision

Adding unrequested sections/analyses to "improve" the paper

Revision addresses reviewer concerns only; new content requires explicit user approval

8

Ignoring failure paths

Continuing despite desk-reject signals or fatal methodology flaws

Check references/failure_paths.md; invoke F11 Desk-Reject Recovery when triggered

Quality Standards

Writing Quality

• Every claim must have a citation or be supported by the paper's own data

• Zero citation orphans — in-text citations <-> reference list must perfectly match

• Consistent register — academic tone appropriate for the discipline

• Logical flow — clear transitions between paragraphs and sections

• Word count compliance — within +/-10% of target

Bilingual Abstract Quality

• Independent writing — zh-TW and EN abstracts are independently composed, NOT mechanical translations

• Structural alignment — both abstracts cover the same key points in the same order

• Keywords — 5-7 per language, reflecting the paper's core concepts

• Word count — EN: 150-300 words; zh-TW: 300-500 characters

Citation Quality

• Format compliance — 100% adherence to selected citation style

• ⚠️ IRON RULE: DOI inclusion — every source with a DOI must include it; every citation must be verified via DOI or WebSearch

• Currency — flag sources older than 10 years (unless seminal works)

• Self-citation ratio — flag if >15%

Peer Review

• Five dimensions — Originality (20%), Methodological Rigor (25%), Evidence Sufficiency (25%), Argument Coherence (15%), Writing Quality (15%)

• Actionable feedback — every criticism must include a specific suggestion

• Max 2 revision rounds — unresolved items become Acknowledged Limitations

Mandatory Inclusions

⚠️ IRON RULE: Every paper MUST include: Data Availability Statement, Ethics Declaration, Author Contributions (CRediT), Conflict of Interest Statement, Funding Acknowledgment.

1. AI disclosure statement — every paper must include a statement on AI tool usage
2. Limitations section — explicitly discuss study limitations
3. Ethics statement — when applicable (human subjects, sensitive data)

Output Language

Follows the user's language. Academic terminology is kept in English. Bilingual abstracts are always provided regardless of the main text language.

Integration with Other Skills

academic-paper + tw-hei-intelligence  -> Evidence-based HEI paper with real MOE data

academic-paper + deep-research        -> Deep research phase -> paper writing phase (auto-handoff)

academic-paper + report-to-website    -> Interactive web version of the paper

academic-paper + notebooklm-slides-generator -> Presentation slides from paper

academic-paper + academic-paper-reviewer -> Peer review -> revision loop

Version Info

Item

Content

Skill Version

3.1.1

Last Updated

2026-04-27

Maintainer

Cheng-I Wu

Dependent Skills

deep-research v1.0+ (upstream), academic-paper-reviewer v1.0+ (downstream)

Version History

See references/changelog.md for full version history.