Manuscript Literature Framing

Purpose

Assist in writing the Introduction and Related Work sections of an academic paper. Through interactive dialogue, clarify the paper's positioning, collect relevant literature, analyze writing frameworks, and generate LaTeX drafts.

Use Cases

• Drafting a paper and needing to organize the literature framework
• Determining the paper's positioning and innovations
• Generating LaTeX drafts for Introduction and Related Work sections

Input Constraints

Constraint Type	Description
Input Unit	workflow (no items need to be selected)
Trigger Method	Run directly from Dashboard

Execution Flow

This workflow runs interactively, proceeding through the following stages:

1. Paper Information Confirmation
   └── Confirm paper title and research scope
       └── Clarify target journal/venue and writing style

2. Material Collection
   └── Retrieve relevant literature from the Zotero library
       └── Obtain literature metadata and citation information

3. Multi-perspective Framework Analysis
   └── Analyze the paper's positioning in the field
       └── Identify available writing angles and narrative threads

4. Writing Plan
   └── Generate Introduction structure plan
       └── Generate Related Work organization plan

5. Draft Generation
   └── Output Introduction LaTeX draft
       └── Output Related Work LaTeX draft
       └── Include citation mapping and evidence inventory

Interaction Details

• Each stage requires user confirmation before proceeding
• The user can adjust direction during the conversation
• Progress can be monitored in the Dashboard

Estimated Duration

Depends on the number of conversation turns and the size of the literature library. The AI analysis stage takes approximately 5-10 minutes, plus user confirmation time for each stage.

Outputs

After execution completes, artifacts can be written to Zotero (as notes) via the Apply Result hook or downloaded:

Artifact	Format	Description
introduction.tex	LaTeX	Introduction draft
related-work.tex	LaTeX	Related Work draft
framing-analysis.json	JSON	Multi-perspective framework analysis
writing-plan.json	JSON	Writing plan
evidence-inventory.json	JSON	Evidence/citation inventory
citation-map.json	JSON	Citation mapping relationships
intent-brief.json	JSON	Paper positioning summary

Accessing Artifacts

Generated LaTeX drafts and other artifacts can be found in the Dashboard's artifact area. You can directly place the artifacts into your LaTeX manuscript or export them for further processing.

Parameters

Parameter	Type	Description	Default
paperTitle	string	Paper title	—
language	string	Output language	auto
targetVenue	string	Target journal/venue (optional)	Empty
articleType	string	Article type	original research
stylePreference	string	Writing style preference (optional)	Empty

Writing Style Examples

• concise: Concise style
• IEEE-like: IEEE style
• Nature-like: Nature style
• Chinese draft: Chinese draft

Dependencies

• Backend: ACP backend
• Zotero Library: Requires related paper items in the library

Recommended Workflow

For best results, it is recommended to complete the following preparation before running this workflow:

1. Collect and ingest a sufficient number of related papers
2. Run Literature Analysis + Tag Regulator on all papers
3. Run Advance Matching in the Synthesis Workbench and handle approval items
4. Create several related Topic Syntheses

Model Recommendation

🟡 Models with long context are recommended. Writing Introduction and Related Work requires integrating digests, citation analysis, and Topic Synthesis results from a large number of papers, placing high demands on the context window.

Related Workflows

• Literature Analysis — Establish a structured knowledge foundation for papers
• Topic Synthesis — Create topic syntheses first, then write the paper based on analysis results