affjljoo3581/arc-cot

ARC-Easy/Challenge with CoT few-shot exemplars introduced in the paper: https://arxiv.org/abs/2203.11171.

Generation Code

import pandas as pd
from datasets import load_dataset

FEW_SHOT_EXEMPLARS = [
  {
      "id": "Mercury_SC_415702",
      "question": "George wants to warm his hands quickly by rubbing them. Which skin surface will produce the most heat?",
      "choices": {
          "text": [
              "dry palms",
              "wet palms",
              "palms covered with oil",
              "palms covered with lotion",
          ],
          "label": ["A", "B", "C", "D"],
      },
      "answerKey": "A",
      "rationale": "Dry surfaces will more likely cause more friction via rubbing than other smoother surfaces, hence dry palms will produce the most heat.",
  },
  {
      "id": "Mercury_7220990",
      "question": "Which factor will most likely cause a person to develop a fever?",
      "choices": {
          "text": [
              "a leg muscle relaxing after exercise",
              "a bacterial population in the bloodstream",
              "several viral particles on the skin",
              "carbohydrates being digested in the stomach",
          ],
          "label": ["A", "B", "C", "D"],
      },
      "answerKey": "B",
      "rationale": "Option (B), bacterial population is the most likely cause for a person developing fever.",
  },
  {
      "id": "Mercury_7205118",
      "question": "Which change in the state of water particles causes the particles to become arranged in a fixed position?",
      "choices": {
          "text": ["boiling", "melting", "freezing", "evaporating"],
          "label": ["A", "B", "C", "D"],
      },
      "answerKey": "C",
      "rationale": "When water is freezed, the particles are arranged in a fixed position; the particles are still moving for all other options.",
  },
  {
      "id": "Mercury_SC_401169",
      "question": "When a switch is used in an electrical circuit, the switch can",
      "choices": {
          "text": [
              "cause the charge to build.",
              "increase and decrease the voltage.",
              "cause the current to change direction.",
              "stop and start the flow of current.",
          ],
          "label": ["A", "B", "C", "D"],
      },
      "answerKey": "D",
      "rationale": "The function of a switch is to start and stop the flow of a current.",
  },
]

dataset = load_dataset("allenai/ai2_arc", "ARC-Easy", split="test").to_pandas()
dataset["rationale"] = ""
dataset.to_parquet("ARC-Easy-Validation.parquet", index=False)

dataset = load_dataset("allenai/ai2_arc", "ARC-Challenge", split="test").to_pandas()
dataset["rationale"] = ""
dataset.to_parquet("ARC-Challenge-Validation.parquet", index=False)

dataset = pd.DataFrame(FEW_SHOT_EXEMPLARS)
dataset.to_parquet("ARC-Easy-Train.parquet", index=False)
dataset.to_parquet("ARC-Challenge-Train.parquet", index=False)