diff --git a/README.md b/README.md index 32897cd3e640101ba184f8c4ccd896981de3804a..11b93c2a5fc1148e38c0ed56e9a1934bf2a364ff 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,129 @@ --- license: mit +pretty_name: DiscoPhon artifacts +tags: + - speech + - phoneme-discovery + - discrete-units + - discophon --- + +# DiscoPhon artifacts + +Discrete units and evaluation scores of the models on the [DiscoPhon](https://benchmarks.cognitive-ml.fr/discophon/) +[leaderboard](https://benchmarks.cognitive-ml.fr/discophon/leaderboard/). + +## Baselines + +| Key | Model | +|----------------------|-----------------------------------------------------------------------------| +| `spidr-mmsulab` | [coml/spidr-mmsulab](https://huggingface.co/coml/spidr-mmsulab) | +| `spidr-vp20` | [coml/spidr-vp20](https://huggingface.co/coml/spidr-vp20) | +| `hubert-mmsulab-it2` | [coml/hubert-base-mmsulab](https://huggingface.co/coml/hubert-base-mmsulab) | +| `hubert-vp20-it2` | [coml/hubert-base-vp20](https://huggingface.co/coml/hubert-base-vp20) | + +The finetuned checkpoints are in [coml/discophon-finetuned](https://huggingface.co/coml/discophon-finetuned), +under the same names. + +## Layout + +One directory per model, then one directory per evaluation run: + +``` +{key}/ +├── info.json +└── {condition}/{folder}/{layer}/ + ├── units-{language}-{split}.jsonl + └── scores.jsonl +``` + +- `condition`: `zero-shot`, or `ft-{language}-{duration}` for the model finetuned on `duration` (`10min`, `1h`, + `10h`) of training data in `language`. +- `folder`: how the representations of the layer are evaluated: + - `many_to_one`: 256 units, each mapped to its most frequent phoneme. + - `one_to_one`: as many units as phonemes, plus one, mapped by a bijection. The directory also holds the + K-means models (`km{K}-*.joblib`, with K the number of units). + - `continuous`: ABX on the continuous representations. Scores only, no units. +- `layer`: Transformer layer, starting at 1. + +`info.json` gives the step between units (in ms) and the layers reported on the leaderboard, for each track and +condition (`"0"` for zero-shot, `"10h"` for finetuned on 10h): + +```json +{"step_units": 20, "layers": {"many_to_one": {"0": 6, "10h": 6}, "one_to_one": {"0": 6, "10h": 6}}} +``` + +The other runs (other layers, finetuning durations, and languages) are provided for analysis. + +## What is included + +For the four baselines: + +| Folder | Conditions | Layers | Languages evaluated | +|---------------|--------------------------------------------|-------------------------------|---------------------------| +| `many_to_one` | zero-shot, finetuned on 10min, 1h, 10h | SpidR: 5 to 12, HuBERT: 1 to 12 | all 12 | +| `continuous` | zero-shot, finetuned on 10min, 1h, 10h | 1 to 12 | all 12 | +| `one_to_one` | zero-shot, finetuned on 10h | leaderboard layer | all 12 (zero-shot), finetuning language (finetuned) | + +SpidR units come from the prediction heads of the layer. HuBERT units come from a K-means on the layer, trained +on the pretraining data (zero-shot) or the finetuning data (finetuned). + +Languages: `cmn`, `deu`, `eng`, `eus`, `fra`, `jpn`, `swa`, `tam`, `tha`, `tur`, `ukr`, `wol`. Splits: `dev`, `test`. + +## File formats + +Units, one utterance per line, as read by the `discophon` evaluation: + +```json +{"file": "F07_O_001", "units": [75, 131, 159, 69, 215, 215, ...]} +``` + +Scores, one score per line, as written by `python -m discophon.benchmark`: + +```json +{"language": "deu", "split": "test", "metric": "per", "score": 0.6574108529121169} +``` + +Metrics: `per`, `r_val`, `f1`, `pnmi` (phoneme discovery), `triphone_abx_discrete_{within,across}_speaker` +(ABX on units), and `triphone_abx_continuous_{within,across}_speaker` (ABX on continuous representations). + +## Usage + +Download the scores of one model, or the units of one run: + +```console +hf download coml/discophon-artifacts --repo-type dataset --include "spidr-vp20/*/scores.jsonl" --local-dir artifacts +hf download coml/discophon-artifacts --repo-type dataset --include "spidr-vp20/zero-shot/many_to_one/6/*" --local-dir artifacts +``` + +Evaluate the units of a run again with [`discophon`](https://github.com/bootphon/discophon): + +```console +python -m discophon.benchmark /path/to/discophon_data artifacts/spidr-vp20/zero-shot/many_to_one/6 scores.jsonl --kind many-to-one +``` + +Export the leaderboard scores of a model: + +```console +python -m discophon.leaderboard export artifacts/spidr-vp20 +``` + +## Submissions + +To add a model to the leaderboard, open a pull request on this dataset with a directory following the layout above, +and one on the GitHub repository with the leaderboard scores. See the +[submission guide](https://benchmarks.cognitive-ml.fr/discophon/guide/submission/). + +## Citation + +```bibtex +@inproceedings{poli2026discophon, + title = {{DiscoPhon: Benchmarking the Unsupervised Discovery of Phoneme Inventories With Discrete Speech Units}}, + author = {Maxime Poli and Manel Khentout and Angelo {Ortiz Tandazo} and Ewan Dunbar and Emmanuel Chemla and Emmanuel Dupoux}, + year = {2026}, + booktitle = {{Interspeech 2026}}, + pages = {6664--6669}, + doi = {10.21437/Interspeech.2026-2791}, + issn = {2958-1796}, +} +``` diff --git a/hubert-mmsulab-it2/ft-cmn-10h/continuous/1/scores.jsonl b/hubert-mmsulab-it2/ft-cmn-10h/continuous/1/scores.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..25c1c08d85b8a83dedc17c7d36cf0a8b4b9272f8 --- /dev/null +++ b/hubert-mmsulab-it2/ft-cmn-10h/continuous/1/scores.jsonl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46896cd7ea1708e05fa646f3b3c615c02637943344931a43ded255ce2cbeef12 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