Alper

This repository contains the source code and data in the paper.

Installation

To set up the environment and install the required dependencies, please follow these steps：

# Step 1: Create conda environment
conda create -n Alper -c conda-forge python=3.12

# Step 2: Activate the environment
conda activate Alper

# Step 3: Install dependencies
pip install -r requirements.txt

For detailed installation instructions, please refer to INSTALLATION.txt.

Usage

Running Experiments

Use the provided script to run experiments on multiple datasets:

cd src
bash run_table_experiments.sh

Running Individual Experiments

Run the main script with specific parameters:

python main.py --dataset <dataset_name> --budget <budget> --model gpt-5-mini [options]

Output

Results are saved in the alper_results/ directory with the following format:

• {dataset_name}_alper_llm_{timestamp}.json - Main results
• {dataset_name}_alper_{timestamp}_llm_logs.json - Detailed LLM logs