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Reproducibility Package: AI-Assisted Software Entropy Paper

This folder contains the reproducibility artifacts for the paper.

Paper source and PDF are stored separately in the Zenodo record.

Reproducibility files:

  • src/*.c - benchmark C source programs
  • ir/*.ll - generated LLVM IR baseline from the experiment
  • results/*.out - deterministic program outputs
  • results/metrics.csv - measured source/IR/binary sizes, token proxy counts, binary hashes, and outputs
  • run_experiment.sh - reruns the experiment in Linux/WSL
  • tools/measure.c - C measurement tool

To reproduce locally on Ubuntu/WSL:

sudo apt update
sudo apt install -y build-essential clang llvm coreutils python3
bash run_experiment.sh
cat results/metrics.csv

The benchmark C source programs in src/ are licensed under the Apache License, Version 2.0. The full license text is provided in LICENSE.

License:

  • The benchmark C source programs in src/ are licensed under the Apache License, Version 2.0.
  • See LICENSE in this pl-entropy-binary-ai-benchmark/ directory for the full license text.
  • The paper text is licensed separately according to the selected publication license.

The benchmark measurement tool is implemented in C.

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A benchmark tool for the paper on Reducing Entropy in AI-Assisted Software Creation by Removing the Programming Language Layer: An Information-Theoretic Analysis of Token Utilization Efficiency

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