--- language: - en - zh task_categories: - automatic-speech-recognition tags: - audio - speech - asr - robustness - noisy-speech pretty_name: Voices in the Wild configs: - config_name: default data_files: - split: distortion path: data/distortion-*.parquet - split: distortion_dropout path: data/distortion_dropout-*.parquet - split: distortion_dropout_noise path: data/distortion_dropout_noise-*.parquet - split: distortion_noise path: data/distortion_noise-*.parquet - split: dropout path: data/dropout-*.parquet - split: echo path: data/echo-*.parquet - split: echo_distortion path: data/echo_distortion-*.parquet - split: echo_distortion_dropout path: data/echo_distortion_dropout-*.parquet - split: echo_distortion_dropout_noise path: data/echo_distortion_dropout_noise-*.parquet - split: echo_dropout path: data/echo_dropout-*.parquet - split: echo_noise path: data/echo_noise-*.parquet - split: echo_recording path: data/echo_recording-*.parquet - split: echo_recording_distortion path: data/echo_recording_distortion-*.parquet - split: echo_recording_distortion_dropout path: data/echo_recording_distortion_dropout-*.parquet - split: echo_recording_distortion_dropout_noise path: data/echo_recording_distortion_dropout_noise-*.parquet - split: echo_recording_distortion_noise path: data/echo_recording_distortion_noise-*.parquet - split: echo_recording_dropout path: data/echo_recording_dropout-*.parquet - split: echo_recording_dropout_noise path: data/echo_recording_dropout_noise-*.parquet - split: far_field path: data/far_field-*.parquet - split: far_field_distortion path: data/far_field_distortion-*.parquet - split: far_field_distortion_dropout path: data/far_field_distortion_dropout-*.parquet - split: far_field_distortion_dropout_noise path: data/far_field_distortion_dropout_noise-*.parquet - split: far_field_dropout path: data/far_field_dropout-*.parquet - split: far_field_noise path: data/far_field_noise-*.parquet - split: far_field_recording path: data/far_field_recording-*.parquet - split: far_field_recording_distortion path: data/far_field_recording_distortion-*.parquet - split: far_field_recording_distortion_dropout path: data/far_field_recording_distortion_dropout-*.parquet - split: far_field_recording_distortion_dropout_noise path: data/far_field_recording_distortion_dropout_noise-*.parquet - split: far_field_recording_distortion_noise path: data/far_field_recording_distortion_noise-*.parquet - split: far_field_recording_dropout path: data/far_field_recording_dropout-*.parquet - split: far_field_recording_dropout_noise path: data/far_field_recording_dropout_noise-*.parquet - split: noise path: data/noise-*.parquet - split: noise_dropout path: data/noise_dropout-*.parquet - split: obstructed path: data/obstructed-*.parquet - split: obstructed_distortion path: data/obstructed_distortion-*.parquet - split: obstructed_distortion_dropout path: data/obstructed_distortion_dropout-*.parquet - split: obstructed_distortion_dropout_noise path: data/obstructed_distortion_dropout_noise-*.parquet - split: obstructed_dropout path: data/obstructed_dropout-*.parquet - split: obstructed_noise path: data/obstructed_noise-*.parquet - split: obstructed_recording path: data/obstructed_recording-*.parquet - split: obstructed_recording_distortion path: data/obstructed_recording_distortion-*.parquet - split: obstructed_recording_distortion_dropout path: data/obstructed_recording_distortion_dropout-*.parquet - split: obstructed_recording_distortion_dropout_noise path: data/obstructed_recording_distortion_dropout_noise-*.parquet - split: obstructed_recording_distortion_noise path: data/obstructed_recording_distortion_noise-*.parquet - split: obstructed_recording_dropout path: data/obstructed_recording_dropout-*.parquet - split: obstructed_recording_dropout_noise path: data/obstructed_recording_dropout_noise-*.parquet - split: recording path: data/recording-*.parquet - split: recording_distortion path: data/recording_distortion-*.parquet - split: recording_distortion_dropout path: data/recording_distortion_dropout-*.parquet - split: recording_distortion_dropout_noise path: data/recording_distortion_dropout_noise-*.parquet - split: recording_distortion_noise path: data/recording_distortion_noise-*.parquet - split: recording_dropout path: data/recording_dropout-*.parquet - split: recording_dropout_noise path: data/recording_dropout_noise-*.parquet - split: recording_noise path: data/recording_noise-*.parquet dataset_info: features: - name: audio dtype: audio - name: file_name dtype: string - name: audio_path dtype: string - name: question dtype: string - name: answer dtype: string - name: text dtype: string - name: subset dtype: string - name: prediction dtype: string - name: name dtype: string - name: index dtype: int64 splits: - name: distortion num_bytes: 14458396013 num_examples: 47333 - name: distortion_dropout num_bytes: 620182531 num_examples: 2025 - name: distortion_dropout_noise num_bytes: 628069045 num_examples: 2017 - name: distortion_noise num_bytes: 599319574 num_examples: 1998 - name: dropout num_bytes: 14396982676 num_examples: 47040 - name: echo num_bytes: 14511837194 num_examples: 47450 - name: echo_distortion num_bytes: 630980880 num_examples: 2072 - name: echo_distortion_dropout num_bytes: 653591704 num_examples: 2108 - name: echo_distortion_dropout_noise num_bytes: 645544366 num_examples: 2114 - name: echo_dropout num_bytes: 632699491 num_examples: 2093 - name: echo_noise num_bytes: 637824889 num_examples: 2081 - name: echo_recording num_bytes: 622323050 num_examples: 2056 - name: echo_recording_distortion num_bytes: 632663030 num_examples: 2136 - name: echo_recording_distortion_dropout num_bytes: 646417354 num_examples: 2088 - name: echo_recording_distortion_dropout_noise num_bytes: 636571532 num_examples: 2066 - name: echo_recording_distortion_noise num_bytes: 642959947 num_examples: 2059 - name: echo_recording_dropout num_bytes: 638412481 num_examples: 2069 - name: echo_recording_dropout_noise num_bytes: 627803630 num_examples: 2022 - name: far_field num_bytes: 14569229223 num_examples: 47371 - name: far_field_distortion num_bytes: 601679190 num_examples: 2020 - name: far_field_distortion_dropout num_bytes: 659843645 num_examples: 2065 - name: far_field_distortion_dropout_noise num_bytes: 638327209 num_examples: 2041 - name: far_field_dropout num_bytes: 10329124277 num_examples: 33591 - name: far_field_noise num_bytes: 33369020013 num_examples: 79347 - name: far_field_recording num_bytes: 10095099368 num_examples: 33042 - name: far_field_recording_distortion num_bytes: 613606272 num_examples: 2018 - name: far_field_recording_distortion_dropout num_bytes: 616529504 num_examples: 2032 - name: far_field_recording_distortion_dropout_noise num_bytes: 642046362 num_examples: 2038 - name: far_field_recording_distortion_noise num_bytes: 633658239 num_examples: 2051 - name: far_field_recording_dropout num_bytes: 660031659 num_examples: 2081 - name: far_field_recording_dropout_noise num_bytes: 622774880 num_examples: 2054 - name: noise num_bytes: 33339930515 num_examples: 94315 - name: noise_dropout num_bytes: 10147165851 num_examples: 33237 - name: obstructed num_bytes: 14561293901 num_examples: 47571 - name: obstructed_distortion num_bytes: 658746007 num_examples: 2179 - name: obstructed_distortion_dropout num_bytes: 627217550 num_examples: 2080 - name: obstructed_distortion_dropout_noise num_bytes: 625777746 num_examples: 2016 - name: obstructed_dropout num_bytes: 633173234 num_examples: 2072 - name: obstructed_noise num_bytes: 632176266 num_examples: 2068 - name: obstructed_recording num_bytes: 618207511 num_examples: 2039 - name: obstructed_recording_distortion num_bytes: 640554437 num_examples: 2063 - name: obstructed_recording_distortion_dropout num_bytes: 617333264 num_examples: 2076 - name: obstructed_recording_distortion_dropout_noise num_bytes: 646561631 num_examples: 2065 - name: obstructed_recording_distortion_noise num_bytes: 622124229 num_examples: 2013 - name: obstructed_recording_dropout num_bytes: 615723882 num_examples: 2038 - name: obstructed_recording_dropout_noise num_bytes: 666598520 num_examples: 2138 - name: recording num_bytes: 14482867975 num_examples: 47203 - name: recording_distortion num_bytes: 607647750 num_examples: 2038 - name: recording_distortion_dropout num_bytes: 638085320 num_examples: 2088 - name: recording_distortion_dropout_noise num_bytes: 604090211 num_examples: 1977 - name: recording_distortion_noise num_bytes: 637848939 num_examples: 2069 - name: recording_dropout num_bytes: 597299285 num_examples: 1985 - name: recording_dropout_noise num_bytes: 631858892 num_examples: 2056 - name: recording_noise num_bytes: 589571115 num_examples: 1961 --- # Voices in the Wild Voices in the Wild is an automatic speech recognition dataset for robustness training and evaluation under diverse acoustic conditions. Audio files use public sequential names and are grouped only by normalized acoustic subset. ## Data Fields - `file_name`: relative path to the audio file. - `audio_path`: audio path retained for local tooling. - `text`: transcription alias copied from `answer`. - `answer`: reference transcription. - `question`: transcription instruction. - `subset`: normalized acoustic condition category. - `prediction`: empty placeholder for model output. - `name`: public sample identifier. - `index`: integer sample index. ## Dataset Size - Total examples: 645925 - Subset categories: 54 ## Loading ```python from datasets import load_dataset, Audio ds = load_dataset("audiofolder", data_dir="/path/to/Voices-in-the-Wild") ds = ds.cast_column("audio", Audio()) print(ds["train"][0]) ```