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Configuration

File config.json lists the configuration parameters used in llm-ranking.sh:

  • seed: Seed used for random sampling.
  • iterations: number of times each experiment is run
  • human_file: dataset containing pairwise comparisons by humans
  • llm_files: list of datasets containing pairwise comparisons by strong LLMs (one for each)
  • experiments_base_dir: folder where the output will be stored.
  • judges: list of names of the strong LLMs (same order as their corresponding files in llm_files)
  • n : Number of comparisons to subsample from human_file.
  • alpha: error probability parameter
  • ignore_ties: Default 0. If 1, ignore comparisons where the verdict is a tie.
  • methods: list of methods to construct rank-sets, among baseline, human only, llm, ppr.
  • models: list of models to be ranked. If [], all models in human_file are ranked.

The configuration parameters for synthetic.sh are inside the script.