--- 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 ```python 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) ```