def METHOD_NAME(
    data_dict: Dict[str, Dict[str, List[Any]]], splits: List[str]
) -> dict:
    data = dict(
        {
            name: {
                "wav_path": data_dict[split]["wav_list"][i],
                "transcription": " ".join(
                    data_dict[split]["text_list"][i]
                    .split("\t")[0]
                    .strip()
                    .split(" ")[1:-1]
                ),
                "iob": " ".join(
                    data_dict[split]["text_list"][i]
                    .split("\t")[1]
                    .strip()
                    .split(" ")[1:-1]
                ),
                "intent": data_dict[split]["text_list"][i]
                .split("\t")[1]
                .strip()
                .split(" ")[-1],
                "speaker": data_dict[split]["spkr_list"][i],
                "corpus_split": split,
            }
            for split in splits
            for i, name in enumerate(data_dict[split]["name_list"])
        }
    )
    return data