| { |
| "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-*" |
| } |
| ] |
| } |
| ] |
| } |
