There are two fields:

audio: a 1-dimensional array of the speech signal that must be called to load and resample the audio file.
transcription: the target text.

Preprocess
The next step is to load a Wav2Vec2 processor to process the audio signal:

from transformers import AutoProcessor
processor = AutoProcessor.from_pretrained("facebook/wav2vec2-base")