dataset_info.json

{
  "dataset_info": {
    "description": "NoRa (Noisy Rationales) is a dataset designed to evaluate the reasoning capabilities of Large Language Models (LLMs) when faced with noisy reasoning processes.",
    "citation": "@inproceedings{zhou2024can,\n  title={Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?},\n  author={Zhou, Zhanke and Tao, Rong and Zhu, Jianing and Luo, Yiwen and Wang, Zengmao and Han, Bo},\n  booktitle={The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)},\n  year={2024},\n  url={https://openreview.net/pdf?id=FbuODM02ra}\n}",
    "homepage": "https://github.com/tmlr-group/NoisyRationales",
    "license": "cc-by-4.0",
    "features": [
      {
        "name": "question",
        "dtype": "string",
        "description": "The question text"
      },
      {
        "name": "answer",
        "dtype": "string",
        "description": "The correct answer to the question"
      },
      {
        "name": "task",
        "dtype": "string",
        "description": "The task type (Math-9, Math-11, Symbolic-Equal, Symbolic-Longer, Commonsense)"
      },
      {
        "name": "noise_type",
        "dtype": "string",
        "description": "The type of noise (Clean, Irrelevant, Inaccurate)"
      },
      {
        "name": "difficulty",
        "dtype": "string",
        "description": "The difficulty level of noise (None, Easy, Medium, Hard)"
      },
      {
        "name": "demos",
        "dtype": "string",
        "description": "Chain-of-thought demonstrations containing example questions and answers"
      },
      {
        "name": "num_demo_thoughts",
        "dtype": "float",
        "description": "Average number of thinking steps in each demonstration"
      },
      {
        "name": "num_demo_noisy_thoughts",
        "dtype": "float",
        "description": "Average number of noisy thinking steps in each demonstration"
      },
      {
        "name": "noise_distribution",
        "dtype": "string",
        "description": "Type of noise distribution (fixed or random)"
      }
    ],
    "splits": [
      {
        "name": "test",
        "num_bytes": 2001494847,
        "num_examples": 184737
      }
    ]
  },
  "configs": [
    {
      "config_name": "default",
      "data_files": [
        {
          "split": "test",
          "path": "test-*"
        }
      ]
    }
  ]
}