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name: experiment-report-writer description: > Write structured experiment sections (methods + results + discussion) for NQS + SQD projects in this repository, based on contents of results/ and figures/. license: Proprietary. For internal research writeups only.

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.