Datasets:
Add files using upload-large-folder tool
Browse files- .hfignore +4 -0
- README.md +191 -0
- data/real_distortion-00000-of-00001.parquet +3 -0
- data/real_dropout-00000-of-00001.parquet +3 -0
- data/real_echo-00000-of-00001.parquet +3 -0
- data/real_far_field-00000-of-00001.parquet +3 -0
- data/real_mixed-00000-of-00001.parquet +3 -0
- data/real_noise-00000-of-00001.parquet +3 -0
- data/real_obstructed-00000-of-00001.parquet +3 -0
- data/real_recording-00000-of-00001.parquet +3 -0
- data/syn_distortion-00000-of-00001.parquet +3 -0
- data/syn_dropout-00000-of-00001.parquet +3 -0
- data/syn_echo-00000-of-00001.parquet +3 -0
- data/syn_far_field-00000-of-00001.parquet +3 -0
- data/syn_mixed-00000-of-00002.parquet +3 -0
- data/syn_mixed-00001-of-00002.parquet +3 -0
- data/syn_noise-00000-of-00001.parquet +3 -0
- data/syn_obstructed-00000-of-00001.parquet +3 -0
- data/syn_recording-00000-of-00001.parquet +3 -0
.hfignore
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
.cache/
|
| 2 |
+
cache/
|
| 3 |
+
*.tmp
|
| 4 |
+
*.log
|
README.md
ADDED
|
@@ -0,0 +1,191 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
- zh
|
| 5 |
+
task_categories:
|
| 6 |
+
- automatic-speech-recognition
|
| 7 |
+
tags:
|
| 8 |
+
- audio
|
| 9 |
+
- speech
|
| 10 |
+
- asr
|
| 11 |
+
- robustness
|
| 12 |
+
- noisy-speech
|
| 13 |
+
pretty_name: Voices-in-the-Wild-Bench
|
| 14 |
+
configs:
|
| 15 |
+
- config_name: default
|
| 16 |
+
data_files:
|
| 17 |
+
- split: real_distortion
|
| 18 |
+
path: data/real_distortion-*.parquet
|
| 19 |
+
- split: real_dropout
|
| 20 |
+
path: data/real_dropout-*.parquet
|
| 21 |
+
- split: real_echo
|
| 22 |
+
path: data/real_echo-*.parquet
|
| 23 |
+
- split: real_far_field
|
| 24 |
+
path: data/real_far_field-*.parquet
|
| 25 |
+
- split: real_mixed
|
| 26 |
+
path: data/real_mixed-*.parquet
|
| 27 |
+
- split: real_noise
|
| 28 |
+
path: data/real_noise-*.parquet
|
| 29 |
+
- split: real_obstructed
|
| 30 |
+
path: data/real_obstructed-*.parquet
|
| 31 |
+
- split: real_recording
|
| 32 |
+
path: data/real_recording-*.parquet
|
| 33 |
+
- split: syn_distortion
|
| 34 |
+
path: data/syn_distortion-*.parquet
|
| 35 |
+
- split: syn_dropout
|
| 36 |
+
path: data/syn_dropout-*.parquet
|
| 37 |
+
- split: syn_echo
|
| 38 |
+
path: data/syn_echo-*.parquet
|
| 39 |
+
- split: syn_far_field
|
| 40 |
+
path: data/syn_far_field-*.parquet
|
| 41 |
+
- split: syn_mixed
|
| 42 |
+
path: data/syn_mixed-*.parquet
|
| 43 |
+
- split: syn_noise
|
| 44 |
+
path: data/syn_noise-*.parquet
|
| 45 |
+
- split: syn_obstructed
|
| 46 |
+
path: data/syn_obstructed-*.parquet
|
| 47 |
+
- split: syn_recording
|
| 48 |
+
path: data/syn_recording-*.parquet
|
| 49 |
+
dataset_info:
|
| 50 |
+
features:
|
| 51 |
+
- name: audio
|
| 52 |
+
dtype: audio
|
| 53 |
+
- name: file_name
|
| 54 |
+
dtype: string
|
| 55 |
+
- name: audio_path
|
| 56 |
+
dtype: string
|
| 57 |
+
- name: question
|
| 58 |
+
dtype: string
|
| 59 |
+
- name: answer
|
| 60 |
+
dtype: string
|
| 61 |
+
- name: text
|
| 62 |
+
dtype: string
|
| 63 |
+
- name: subset
|
| 64 |
+
dtype: string
|
| 65 |
+
- name: prediction
|
| 66 |
+
dtype: string
|
| 67 |
+
- name: name
|
| 68 |
+
dtype: string
|
| 69 |
+
- name: index
|
| 70 |
+
dtype: int64
|
| 71 |
+
splits:
|
| 72 |
+
- name: real_distortion
|
| 73 |
+
num_bytes: 55456214
|
| 74 |
+
num_examples: 150
|
| 75 |
+
- name: real_dropout
|
| 76 |
+
num_bytes: 58456076
|
| 77 |
+
num_examples: 150
|
| 78 |
+
- name: real_echo
|
| 79 |
+
num_bytes: 55733234
|
| 80 |
+
num_examples: 150
|
| 81 |
+
- name: real_far_field
|
| 82 |
+
num_bytes: 53090202
|
| 83 |
+
num_examples: 150
|
| 84 |
+
- name: real_mixed
|
| 85 |
+
num_bytes: 167280376
|
| 86 |
+
num_examples: 450
|
| 87 |
+
- name: real_noise
|
| 88 |
+
num_bytes: 57922174
|
| 89 |
+
num_examples: 150
|
| 90 |
+
- name: real_obstructed
|
| 91 |
+
num_bytes: 58394744
|
| 92 |
+
num_examples: 150
|
| 93 |
+
- name: real_recording
|
| 94 |
+
num_bytes: 54165700
|
| 95 |
+
num_examples: 150
|
| 96 |
+
- name: syn_distortion
|
| 97 |
+
num_bytes: 137076996
|
| 98 |
+
num_examples: 350
|
| 99 |
+
- name: syn_dropout
|
| 100 |
+
num_bytes: 135151778
|
| 101 |
+
num_examples: 350
|
| 102 |
+
- name: syn_echo
|
| 103 |
+
num_bytes: 135258644
|
| 104 |
+
num_examples: 350
|
| 105 |
+
- name: syn_far_field
|
| 106 |
+
num_bytes: 131172250
|
| 107 |
+
num_examples: 350
|
| 108 |
+
- name: syn_mixed
|
| 109 |
+
num_bytes: 402623750
|
| 110 |
+
num_examples: 1050
|
| 111 |
+
- name: syn_noise
|
| 112 |
+
num_bytes: 132750710
|
| 113 |
+
num_examples: 350
|
| 114 |
+
- name: syn_obstructed
|
| 115 |
+
num_bytes: 132297710
|
| 116 |
+
num_examples: 350
|
| 117 |
+
- name: syn_recording
|
| 118 |
+
num_bytes: 132296064
|
| 119 |
+
num_examples: 350
|
| 120 |
+
---
|
| 121 |
+
|
| 122 |
+
# Voices-in-the-Wild-Bench
|
| 123 |
+
|
| 124 |
+
Voices-in-the-Wild-Bench is a bilingual benchmark for evaluating robust automatic speech recognition under real-world acoustic conditions. It contains 5,000 speech examples covering Chinese and English, synthetic and real-recorded speech, and eight acoustic scenarios.
|
| 125 |
+
|
| 126 |
+
## Dataset Composition
|
| 127 |
+
|
| 128 |
+
| Group | Count |
|
| 129 |
+
|---|---:|
|
| 130 |
+
| Synthetic speech | 3,500 |
|
| 131 |
+
| Real-recorded speech | 1,500 |
|
| 132 |
+
| Chinese | 2,500 |
|
| 133 |
+
| English | 2,500 |
|
| 134 |
+
| Total | 5,000 |
|
| 135 |
+
|
| 136 |
+
## Splits
|
| 137 |
+
|
| 138 |
+
Splits are organized by recording source and acoustic category. Prefixes denote source type:
|
| 139 |
+
|
| 140 |
+
- `real_`: real-recorded speech
|
| 141 |
+
- `syn_`: synthetic speech
|
| 142 |
+
|
| 143 |
+
Available categories are `noise`, `far_field`, `obstructed`, `distortion`, `recording`, `echo`, `dropout`, and `mixed`.
|
| 144 |
+
|
| 145 |
+
Example split names:
|
| 146 |
+
|
| 147 |
+
```text
|
| 148 |
+
real_noise
|
| 149 |
+
syn_noise
|
| 150 |
+
real_mixed
|
| 151 |
+
syn_mixed
|
| 152 |
+
```
|
| 153 |
+
|
| 154 |
+
## Fields
|
| 155 |
+
|
| 156 |
+
- `audio`: embedded audio feature.
|
| 157 |
+
- `file_name`: release-relative audio file name.
|
| 158 |
+
- `audio_path`: release-relative audio path.
|
| 159 |
+
- `question`: transcription instruction.
|
| 160 |
+
- `answer`: reference transcription.
|
| 161 |
+
- `text`: same as `answer`, provided for ASR tooling compatibility.
|
| 162 |
+
- `subset`: original subset label.
|
| 163 |
+
- `prediction`: empty placeholder for model outputs.
|
| 164 |
+
- `name`: sample name.
|
| 165 |
+
- `index`: sample index.
|
| 166 |
+
|
| 167 |
+
## Usage
|
| 168 |
+
|
| 169 |
+
```python
|
| 170 |
+
from datasets import load_dataset
|
| 171 |
+
|
| 172 |
+
dataset = load_dataset(
|
| 173 |
+
"zhifeixie/Voices-in-the-Wild-Bench",
|
| 174 |
+
split="syn_noise",
|
| 175 |
+
)
|
| 176 |
+
|
| 177 |
+
sample = dataset[0]
|
| 178 |
+
audio = sample["audio"]
|
| 179 |
+
reference = sample["answer"]
|
| 180 |
+
```
|
| 181 |
+
|
| 182 |
+
## Evaluation
|
| 183 |
+
|
| 184 |
+
We report CER for Chinese samples and WER for English samples. See the project repository and leaderboard for evaluation scripts, model wrappers, and submission instructions:
|
| 185 |
+
|
| 186 |
+
- Repository: https://github.com/xzf-thu/Voices-in-the-Wild-Bench
|
| 187 |
+
- Leaderboard: https://xzf-thu.github.io/Voices-in-the-Wild-Bench/
|
| 188 |
+
|
| 189 |
+
## Citation
|
| 190 |
+
|
| 191 |
+
If you use this benchmark, please cite the associated paper. Citation metadata will be updated after release.
|
data/real_distortion-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1b1bd8c137d208924f78f2adb0da1c9ea012a8e122dd04f3a8a1777cf13a9118
|
| 3 |
+
size 41019685
|
data/real_dropout-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9235b37541ba5653d5a3fa39758779820ae9d923ee506fcecc3d5b704c67a924
|
| 3 |
+
size 44831550
|
data/real_echo-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:925af881e89e8b4559e33b60b00041346e9a22129d038da857fcd1a1cda25d7c
|
| 3 |
+
size 54790338
|
data/real_far_field-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2a4360c07d7586fccef39180075a32e4d8fbce0a126ba218d3fe42368720bf67
|
| 3 |
+
size 50037075
|
data/real_mixed-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:acd424ce135127ab1954005e3eb00b5f612654c44aab6b3b0904ff71271c678d
|
| 3 |
+
size 160925531
|
data/real_noise-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7eabf13184713b6da54be1f2d6e6603082c4e19264da5b6ad017d5bcc70164bc
|
| 3 |
+
size 57846383
|
data/real_obstructed-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e8c765c7f06481883b809413b78e43dc76c2c4dd76e2bcf3bd556ad586a769c4
|
| 3 |
+
size 57451505
|
data/real_recording-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4324567b31fca4b53d3aaa6f4bd303e48be91683d33f74c0a69bf96d9066b234
|
| 3 |
+
size 54012210
|
data/syn_distortion-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dcedc3a61ab8251a15008db8ca6a046911dff126abbb49e0e9250be79d2a0834
|
| 3 |
+
size 94905698
|
data/syn_dropout-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:57ed1a36951c7fce1a864efdad11502889e67875b3678fb6caace2ccec4e76ea
|
| 3 |
+
size 102173184
|
data/syn_echo-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dab7fa176e745eaea2c5e20a3e23ac4bec711587856d72f538bd24f78b004c17
|
| 3 |
+
size 132073607
|
data/syn_far_field-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b08c721efc8e26ed36b7639a65991ac5b52916a773de169e444a3516faa56f21
|
| 3 |
+
size 122314329
|
data/syn_mixed-00000-of-00002.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6870528daa5cc48fe9cd23d824beb21bca0d72f9206f8ffdc627ae2ea934da70
|
| 3 |
+
size 177145861
|
data/syn_mixed-00001-of-00002.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:37323729d8f48549d1b5e168ed41ca670c867b0dded3613af81a4be62cac1c4f
|
| 3 |
+
size 208503723
|
data/syn_noise-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d64cf2b56e5733443b5081179ec55ca6ac89501b3cfae6f457fcc429339d0556
|
| 3 |
+
size 132020913
|
data/syn_obstructed-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e4a0a97f07d714d801ca30d6e4d528d3fc90d2a7b2aeeded9ca1f238dcb096eb
|
| 3 |
+
size 127708722
|
data/syn_recording-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:97602fc6afdd75a52dc5be15bd0700fdcef3c9d5ce957951c88b76bbcc2a57ef
|
| 3 |
+
size 130829852
|