> ## Documentation Index
> Fetch the complete documentation index at: https://prompt.university/llms.txt
> Use this file to discover all available pages before exploring further.

# Research Papers

> AI research papers cross-referenced with model impacts and benchmark changes

## Paper Database

Our research layer tracks papers from arXiv, NeurIPS, ICML, ICLR, and other sources, analyzing their impact on deployed models.

## Impact Levels

<AccordionGroup>
  <Accordion title="🔴 Revolutionary" icon="flame">
    Paradigm-shifting work that redefines what's possible
  </Accordion>

  <Accordion title="🟠 Significant" icon="arrow-trend-up">
    Major advancement with measurable improvements
  </Accordion>

  <Accordion title="🟡 Incremental" icon="plus">
    Small but meaningful improvement
  </Accordion>

  <Accordion title="🟢 Validation" icon="check">
    Confirms or reproduces existing work
  </Accordion>

  <Accordion title="⚪ Negative" icon="x">
    Disproves or challenges existing claims
  </Accordion>
</AccordionGroup>

## Browse Papers

<CardGroup cols={2}>
  <Card title="Chain of Thought at Scale" icon="brain" href="/research/papers/2501-12345-reasoning-improvements">
    Achieving human-level mathematical reasoning\
    Impact: Significant | Models: GPT-4o, Claude 3 Opus
  </Card>

  <Card title="All Papers" icon="list" href="#">
    Browse complete paper database
  </Card>
</CardGroup>

## Recent Discoveries

<Update label="January 2026" description="Latest Papers">
  * 3 papers on reasoning improvements
  * 2 papers on multimodal architectures
  * 1 paper challenging existing benchmarks
</Update>

## Contributing Papers

Found a paper that impacts model performance? We track:

1. **Direct model improvements** - Papers that improve specific models
2. **Benchmark changes** - New evaluation methods or datasets
3. **Architecture innovations** - New techniques applicable across models
4. **Negative results** - Papers that challenge existing assumptions

Each paper is cross-referenced with affected models and capabilities.

***

*Papers are reviewed by our graduate research layer before publication*