metadata
configs:
- config_name: ARC-Easy
data_files:
- split: train
path: ARC-Easy-Train.parquet
- split: validation
path: ARC-Easy-Validation.parquet
- config_name: ARC-Challenge
data_files:
- split: train
path: ARC-Challenge-Train.parquet
- split: validation
path: ARC-Challenge-Validation.parquet
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)