Literature Research Skill
Protocols for navigating and curating academic and technical literature.
The Literature Search Process
1. Establish Entry Points
Before deep diving:
- Find a recent review paper (saves months)
- Identify the foundational papers (the ones everyone cites)
- Note the key authors (who's doing the best work)
- Map the subfields (different communities, different terminology)
2. Trace Citations
Two directions:
- Backward (who did they cite?) - Find foundations
- Forward (who cited them?) - Find developments
3. Build a Reading Map
Don't just collect papers. Map them:
## Literature Map: {topic}
### Foundational (must read)
1. {Author, Year} - {title} - {why it matters}
2. {Author, Year} - {title} - {why it matters}
### Review Papers
1. {Author, Year} - {coverage scope}
### Active Research Fronts
- {Front 1}: {key papers}
- {Front 2}: {key papers}
### Different Names for Same Concept
- In {field 1}: "{term 1}"
- In {field 2}: "{term 2}"
### Key Authors
- {Name}: Known for {contribution}
- {Name}: Known for {contribution}
### Reading Order
1. Start with: {paper} (accessible introduction)
2. Then: {paper} (core theory)
3. Then: {paper} (modern treatment)
Finding Papers
Search Strategies
| Source | Best For | Limitations |
|---|---|---|
| Google Scholar | Broad search, citation counts | Noisy, includes low-quality |
| Semantic Scholar | AI-organized, related papers | Smaller corpus |
| arXiv | Preprints, cutting edge | No peer review |
| DBLP | CS specifically | Limited to CS |
| PubMed | Bio/medical | Domain-specific |
Search Tips
- Use author names - Once you find good work, find more by same author
- Check "cited by" - Forward citation is gold
- Check references - Backward citation for foundations
- Look for surveys - "{topic} survey" or "{topic} review"
- Try different terms - Same idea, different names in different fields
Evaluating Papers
Quality Signals
| Signal | What It Tells You |
|---|---|
| Venue | Conference/journal reputation |
| Citations | Impact (with lag) |
| Author track record | Reliability |
| Methodology clarity | Reproducibility |
| Engagement with prior work | Scholarship |
Warning Signs
| Red Flag | Possible Issue |
|---|---|
| No related work section | Doesn't know the field |
| Claims novelty without checking | Reinvention |
| Cites only own work | Isolation |
| Methodology vague | Not reproducible |
| Overclaims results | Hype |
Quick Evaluation Checklist
- Read abstract: Is the claim clear?
- Scan figures/tables: What's actually shown?
- Check related work: Do they know the field?
- Look at methodology: Could you reproduce this?
- Find the limitations: Are they honest?
Reading Strategies
Triage Reading (5 minutes)
- Title and abstract
- Figures and tables
- Conclusion
- Decision: Read fully? Skim? Skip?
Skimming (20 minutes)
- Introduction (motivation, claims)
- Method (high level)
- Results (key findings)
- Discussion (interpretation)
Deep Reading (2+ hours)
- Full text, taking notes
- Check key equations/proofs
- Think about assumptions
- Connect to other work
- Identify questions
Reference Management
What to Track
For each paper:
## {Author, Year} - {Short title}
**Full citation:** {full bibliographic info}
**URL/DOI:** {link}
**Read status:** {unread / skimmed / read / studied}
### Summary
{One paragraph: what they did, what they found}
### Key contributions
- {contribution 1}
- {contribution 2}
### Methodology
{Brief description of approach}
### Relevance to current work
{Why this matters for the task at hand}
### Key quotes
> "{quote}" (p. {X})
### Connections
- Related to: {other papers}
- Builds on: {prior work}
- Extended by: {subsequent work}
### Notes
{Personal thoughts, questions, critiques}
Building Reading Lists
For Entering a New Field
## Reading List: Entering {Field}
### Background (if needed)
- {prerequisite 1}
- {prerequisite 2}
### Orientation (week 1)
1. {Survey paper} - Get the lay of the land
2. {Textbook chapter} - Core concepts
### Foundations (weeks 2-3)
1. {Seminal paper 1} - {why it's foundational}
2. {Seminal paper 2} - {why it's foundational}
3. {Seminal paper 3} - {why it's foundational}
### Modern Developments (week 4+)
1. {Recent influential paper}
2. {Recent influential paper}
### Optional Deep Dives
- If interested in {subtopic}: {papers}
- If interested in {subtopic}: {papers}
For Specific Questions
## Reading List: {Question}
### The question
{What I'm trying to understand}
### Papers that address this
1. {Paper} - {how it helps}
2. {Paper} - {how it helps}
### Background needed
- {Concept}: See {paper}
### After reading these, I should understand:
- {outcome 1}
- {outcome 2}
Citation Archaeology
Tracing an Idea's History
- Find the earliest clear statement
- Trace back through their references
- Note when the terminology changed
- Map the genealogy
Template
## Genealogy: {Concept}
### Modern Name
{What we call it now}
### Origin
{Author, Year} - First clear statement
### Key Developments
- {Year}: {Author} - {contribution}
- {Year}: {Author} - {contribution}
- {Year}: {Author} - {contribution}
### Terminology Evolution
- Originally: "{term}" ({Author, Year})
- Then: "{term}" ({Author, Year})
- Now: "{term}"
### In Other Fields
- {Field}: called "{term}"
- {Field}: called "{term}"
Anti-Patterns
What to Avoid
- Reading only recent papers - Miss foundations
- Citing without reading - Academic dishonesty
- Ignoring other fields - Miss connections
- Reading everything - Diminishing returns
- Never finishing papers - Need some deep reads
- No note-taking - Will forget