LLM Wiki for Research: A Practical Guide for Academics

If you manage more than 50 academic papers, the LLM Wiki pattern can save you hours every week. This guide shows how to run a research-focused LLM Wiki that handles your citation graph, your methodology comparisons, and your literature-review drafts as first-class citizens. It is written for grad students, post-docs, independent researchers, and analysts — anyone whose work piles up faster than notebooks can keep up. If the underlying pattern is still unfamiliar, read our LLM Wiki primer first; the rest of this piece assumes you know the basics.

By the end you will have a research workflow that pulls papers from Zotero, compiles them into linked wiki pages, and keeps a live literature-review draft that updates every time you add a new source. No coding, no infrastructure, no subscription beyond Claude Pro.

Why research is a sweet spot for LLM Wiki

Academic work has four characteristics that make it the ideal LLM Wiki use case:

1. Your sources are structured. Papers, books, and datasets all share a common skeleton (title, authors, year, method, result). A schema can capture this shape in a few lines and the LLM will apply it consistently.
2. Citations matter. You already think in terms of "this paper extends that paper" and "this method was later disputed by those." An LLM Wiki's wikilink structure maps directly onto a citation graph.
3. You re-read the same material. Research is not search — it is re-reading with different questions. A compiled wiki answers the same question in the same way every time, which is exactly what you want when you are building an argument.
4. The corpus is bounded. Most PhD dissertations draw on 200-400 papers. That fits comfortably in an LLM Wiki. RAG would be overkill.

If you are drowning in Zotero and half-written Obsidian notes, the LLM Wiki pattern is the closest thing to a personal research assistant you can build today.

The research-specific schema

A general-purpose LLM Wiki schema does not cut it for academic work. Research needs entity types that match how scholars actually think about knowledge. Here is a schema we have tested on real literature reviews:

# Schema: Research LLM Wiki

## Entity types
- **paper**: a specific publication (title, authors, year, venue, methods, findings, limitations)
- **author**: a researcher whose work I track (affiliation, research questions, key papers)
- **concept**: a theoretical or methodological idea (definition, origin, extensions, debates)
- **dataset**: a named dataset (what it measures, how it was collected, known issues)
- **method**: a named methodology or technique (core idea, typical applications, criticisms)

## Relationships (use wikilinks)
- paper CITES paper
- paper EXTENDS paper
- paper CONTRADICTS paper
- paper USES method
- paper USES dataset
- author AUTHORED paper
- concept DEFINED-IN paper
- concept DEBATED-IN paper

## Page format
Every page has frontmatter:

type: paper | author | concept | dataset | method
year: YYYY
topic: [list of topic tags]
status: read | skimmed | queued

Then the body:
1. One-sentence summary
2. Key claim or contribution
3. Method / evidence
4. Limitations
5. Links (use wikilinks)
6. Open questions

## Rules
- Every paper page must cite at least one other page (author, method, dataset)
- Contradictions go in Open Questions, never silently overwritten
- Keep each page under 600 words
- Mark speculation clearly with "Hypothesis:" prefix

This schema is about 40 lines long, which is the right size. Longer schemas tend to produce over-structured output; shorter ones produce vague pages. Our Schema Pack: Research Edition ships with a more polished version plus worked examples for five real literature-review scenarios — grab it if you do not want to iterate on your own.

Step-by-step: Zotero to LLM Wiki

Here is the workflow we use with readers who already have a Zotero library of 50-500 papers.

Step 1 — Export from Zotero

In Zotero, select the papers you want to include. Right-click and choose Export Items → Format: BibTeX. Save the .bib file somewhere you can find it.

If you want full-text (PDFs), also export the attached PDFs — Zotero's Export as BetterBibTeX + files option handles this in one shot. You will end up with a folder containing the .bib file and a subfolder of PDFs.

Step 2 — Set up your wiki folder structure

Inside your note-taking app of choice (Obsidian recommended for research, but Notion works too), create the standard LLM Wiki structure:

research-wiki/
├── raw/
│   ├── bibliography.bib     # from Zotero
│   └── pdfs/                # the paper PDFs
├── wiki/
│   ├── papers/              # one file per paper
│   ├── authors/             # one file per author
│   ├── concepts/            # one file per concept
│   └── methods/             # one file per method
├── meta/
│   └── schema.md            # your research schema
└── literature-review.md     # the draft the wiki feeds into

If you use Obsidian, follow our Obsidian LLM Wiki setup guide for the base installation, then add the research-specific folders.

Step 3 — Compile paper-by-paper

Start with one paper. Open Claude, paste your schema.md, paste the full text of the paper (or the abstract and conclusions if the full PDF is too long), and use this prompt:

Following the schema above, draft the wiki pages that should be created from this paper. Create at minimum a paper/ page. If the paper introduces or defines a concept or method, create that page too. If the paper references authors I should track, note them in author/. Output each page as a separate markdown block with its full filename.

Claude will typically return 3-8 pages: one for the paper itself, one or two for new concepts it introduces, and a stub for each author. Paste each block into the matching folder.

Do not try to compile 50 papers in one session. Do five, then stop and read what you got. The first five compilations are about tuning the schema. The next twenty-five are about filling the library. The last twenty-five are where the compounding really kicks in — you will see each new paper update five or ten existing pages rather than creating orphans.

Step 4 — Build the citation graph

Once you have 20+ papers in the wiki, the citation graph becomes valuable. Ask Claude:

Looking at the papers in wiki/papers/, identify the three most frequently cited authors, the three most influential methods, and any clusters of papers that build on each other. Output a summary I can paste into literature-review.md.

This gives you a scaffold for your actual review. The LLM is not doing your thinking for you — it is highlighting the patterns that are already in your reading list. You still make the argument; the wiki just makes the patterns visible.

Step 5 — The live literature review

This is the part research readers love. Your literature-review.md starts as an empty file. After each weekly compile, ask Claude to update it:

Given the current state of wiki/papers/, wiki/concepts/, and wiki/methods/, update literature-review.md to reflect the main threads, open debates, and gaps in the literature. Preserve any sections I have personally annotated. Keep it under 2000 words.

The output is a living literature review draft that grows every week as you add papers. By the time you are ready to write for real, you will have a 2000-word skeleton that you wrote (via the LLM) alongside the reading.

Contradictions, debates, and open questions

Research is full of disagreements, and an LLM Wiki handles them elegantly if your schema asks it to. When paper A claims something that paper B disputed, your wiki should flag the disagreement in the Open Questions section of both pages. Over time, your literature-review.md will accumulate these flags — and that is where most of your original contribution lives. Your dissertation's "gap in the literature" section is literally the compiled Open Questions of your wiki.

We have seen readers find publishable contradictions in weeks 4-6 of running a research wiki. The compiled view surfaces patterns that would take months of careful re-reading to spot otherwise.

Common research-specific pitfalls

• Schema too tight. If your schema over-specifies, the wiki becomes a database and loses the interpretive freedom you want in research. Start broad, narrow later.
• Compiling the full PDF every time. Long PDFs eat context. For most papers, the abstract + introduction + conclusion + one key figure caption is enough. Save the full PDF for papers you are deeply engaging with.
• Ignoring the wiki's Open Questions. The whole point is to surface contradictions. If you stop reading the Open Questions section, you lose the main research value.
• Manual editing of wiki pages. Same rule as always: edit the schema, not the output. The one exception is your literature-review.md, which you should annotate freely — your schema should tell the LLM to preserve annotations.

Where to go next

• The concept, in plain English: What is LLM Wiki?
• The full researcher track: LLM Wiki for Researchers — every guide and resource on aillm.wiki written for grad students, post-docs, and analysts running an LLM Wiki against a paper-heavy reading list
• The RAG comparison: LLM Wiki vs RAG — when a research wiki is better than a vector database
• The Obsidian setup: LLM Wiki in Obsidian — recommended home for research wikis
• Skip the schema iteration: LLM Wiki Starter Kit — pre-built CLAUDE.md and schema.md files including the academic schema. A deeper Research Edition is on the roadmap; Starter Kit subscribers hear first.

We also send an occasional newsletter with schema patterns, research workflow tips, and the best discussions from the LLM Wiki community — many of our most-cited patterns come from academic readers. No fixed schedule. Subscribe below.