hypogenic - Generate and test hypotheses from tabular data
Generate and systematically test hypotheses from tabular datasets using data patterns, literature insights, and large language models.
Tags
Updated: 2026-10-16Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Generate data-driven hypotheses
- Refine candidate hypotheses
- Test competing hypotheses
- Integrate literature insights
- Process research PDFs
- Run hypothesis inference
- Cache repeated responses
- Process hypotheses in parallel
Inputs
- Tabular datasets
- Task configuration file
- Prompt templates
- Research paper PDFs
- LLM access
- Hypothesis bank files
Outputs
- Generated hypothesis banks
- Hypothesis inference results
- Processed literature files
- Validation performance data
Requirements
- Installed hypogenic package
- API-based or local LLM support
- GROBID for PDF preprocessing
- s2orc-doc2json for literature processing