Experiment Report Writer

Purpose

Given:

• •processed result tables in results/processed/ (CSV / Parquet),
• •plots in results/figures/,

produce structured write-ups that could be dropped into a paper, report, or slide deck.

Output Format

When asked to summarize experiments, produce:

1. •

   Experimental setup

   • •Molecule, encoding (e.g. 12-bit H₂), Hamiltonian details if provided.
   • •NQS architecture (FFNN / Transformer; layers, heads, hidden sizes).
   • •SQD configuration (sample counts, iteration limits, configuration recovery, etc.).
2. •

   Results

   • •Tables summarizing:
     • •estimated energies and reference values,
     • •bias / RMSE vs. reference,
     • •variance and empirical confidence intervals.
   • •Short bullet list of main numerical observations.
3. •

   Discussion

   • •Interpretation of trends (e.g., how NQS helps or fails under low sample counts).
   • •Hypothesized causes of discrepancies.
   • •Concrete suggestions for follow-up experiments.

Instructions

• •Read the relevant result files before writing.
• •For each figure, include:
  • •what is plotted on each axis,
  • •key trends,
  • •any notable anomalies.
• •If some information is missing, explicitly state assumptions.