Add dataset card
Browse files
README.md
CHANGED
|
@@ -1,3 +1,74 @@
|
|
| 1 |
---
|
| 2 |
license: apache-2.0
|
|
|
|
| 3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
license: apache-2.0
|
| 3 |
+
viewer: false
|
| 4 |
---
|
| 5 |
+
|
| 6 |
+
# MusicListenBench
|
| 7 |
+
|
| 8 |
+
Audio and item files for *MusicListenBench: Can Audio LLMs Hear the Difference Yet?*
|
| 9 |
+
|
| 10 |
+
Each test item is one audio file (clip A, one second of silence, clip B) and one question about the pair: same
|
| 11 |
+
melody, same chord, same instrument, or which clip is faster. Every item has two variants. In the FLIP variant
|
| 12 |
+
the music changes, so the correct answer changes. In the STAY variant only the sound changes (room echo, EQ,
|
| 13 |
+
background hiss, transposition), so the correct answer stays. A model that ignores the audio scores 50% on
|
| 14 |
+
average, whatever letter it prefers.
|
| 15 |
+
|
| 16 |
+
The training split has 10,000 items (2,500 per task). The test split has 1,000 clean items (250 per task) and
|
| 17 |
+
2,000 FLIP/STAY items (1,000 FLIP and 1,000 STAY).
|
| 18 |
+
|
| 19 |
+
Code, scoring and the generator: https://github.com/AMAAI-Lab/MusicListenBench/tree/release
|
| 20 |
+
Leaderboard: https://amaai-lab.github.io/MusicListenBench/
|
| 21 |
+
|
| 22 |
+
## Files
|
| 23 |
+
|
| 24 |
+
| File | Content |
|
| 25 |
+
|---|---|
|
| 26 |
+
| `mlb_test_clean.tar.gz` | 1,000 clean test files |
|
| 27 |
+
| `mlb_test_flip_stay.tar.gz` | 2,000 FLIP/STAY test files |
|
| 28 |
+
| `mlb_train_melody.tar.gz`, `mlb_train_harmony.tar.gz`, `mlb_train_timbre.tar.gz`, `mlb_train_rhythm.tar.gz` | 2,500 training files each |
|
| 29 |
+
| `SHA256SUMS` | SHA-256 sums of the six archives |
|
| 30 |
+
| `data/eval.json` | the 1,000 clean test items |
|
| 31 |
+
| `data/eval_perturb.json` | the 2,000 FLIP/STAY test items |
|
| 32 |
+
| `data/eval_perturb.meta.jsonl` | for each FLIP/STAY item: condition, what was changed, base answer |
|
| 33 |
+
| `data/train.json` | the 10,000 training items |
|
| 34 |
+
|
| 35 |
+
The archives are 4.0 GB in total. The test archives alone are 0.9 GB.
|
| 36 |
+
|
| 37 |
+
## Audio
|
| 38 |
+
|
| 39 |
+
16-bit PCM WAV, 44.1 kHz, mono. A file is clip A, one second of silence and clip B, so it is 6.0 s long for
|
| 40 |
+
melody and timbre, 5.0 s for harmony and 9.0 s for rhythm. The clean and training files unpack to
|
| 41 |
+
`audio/<task>/` and the FLIP/STAY files to `audio_perturb/<task>/`, with the tasks `Q1_melody`, `Q2_harmony`,
|
| 42 |
+
`Q3_timbre` and `Q4_rhythm`.
|
| 43 |
+
|
| 44 |
+
```bash
|
| 45 |
+
hf download amaai-lab/MusicListenBench --repo-type dataset --local-dir musiclistenbench
|
| 46 |
+
cd musiclistenbench
|
| 47 |
+
sha256sum -c SHA256SUMS
|
| 48 |
+
for f in *.tar.gz; do tar -xzf "$f"; done
|
| 49 |
+
```
|
| 50 |
+
|
| 51 |
+
With the code repository, `bash scripts/fetch_audio.sh https://huggingface.co/datasets/amaai-lab/MusicListenBench/resolve/main`
|
| 52 |
+
does the same and puts the audio under `data/`; add `--test-only` to skip the training archives.
|
| 53 |
+
|
| 54 |
+
## Items
|
| 55 |
+
|
| 56 |
+
The item files are lists of records:
|
| 57 |
+
|
| 58 |
+
```json
|
| 59 |
+
{"voice": ["Q1_melody/Q1_melody__test__100__000000__base.wav"],
|
| 60 |
+
"conversations": [{"from": "human", "value": "Listen carefully to the two melodic clips, ... <audio>"},
|
| 61 |
+
{"from": "gpt", "value": "B"}]}
|
| 62 |
+
```
|
| 63 |
+
|
| 64 |
+
`voice` is the audio path below `audio/` (`audio_perturb/` for `eval_perturb.json`), the first conversation turn is
|
| 65 |
+
the question and the second is the correct answer, `A` or `B`. Every question ends with an instruction that says
|
| 66 |
+
which letter means which answer; the meaning differs between question wordings. The file name without `.wav` is
|
| 67 |
+
the item ID. FLIP files end in `__flip__<edit>` (`note_identity`, `third_quality`, `instrument`, `pulse_rate`)
|
| 68 |
+
and STAY files in `__stay__<effect>` (`eq`, `hiss`, `room`, `transposition`).
|
| 69 |
+
|
| 70 |
+
## Licences
|
| 71 |
+
|
| 72 |
+
The audio is rendered with the soundfonts FluidR3 GM, GeneralUser GS and MuseScore General; follow the licence
|
| 73 |
+
terms that come with them. The benchmark audio contains no recordings of people and no copyrighted musical
|
| 74 |
+
works.
|