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@@ -57,14 +57,11 @@ disorders.
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  - **Not a medical device.** No diagnostic or treatment decision should rest on its output.
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  - Not a replacement for assessment by a licensed speech-language pathologist.
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- - Not validated for populations outside the training corpus — it was adapted to children aged
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- 5–12 with a Central Scottish accent, and the phonemizer default (`en-gb`) reflects that.
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- - Not a general-purpose voice cloning system.
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  ## Training data
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  Child speech from UltraSuite/CLP-derived recordings, obtained under their own data use
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- agreements. **The corpus is not released here and is not redistributable**: it is identifiable
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  child clinical speech. To fine-tune your own model,
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  <https://huggingface.co/datasets/changelinglab/ultrasuite-benchmark> is a suitable starting
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  point; see `DATA.md` in the code repository.
@@ -105,22 +102,10 @@ Two presets ship with the code:
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  `alpha` is high on purpose. A low `alpha` leans on the reference acoustics, which is exactly
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  where the disordered articulation lives.
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- **Synthesis is stochastic.** The initial style latent is zeros rather than a Gaussian draw,
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  but the ADPM2 sampler is ancestral and adds fresh noise at every step, so repeated calls
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  differ in waveform and in duration. Pass a `seed` for reproducible output.
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- ## Evaluation
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-
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- See the paper.
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-
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- ## Ethical considerations
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-
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- This model is trained on identifiable clinical recordings of children and is designed to
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- reproduce a speaker's vocal identity accurately. High speaker similarity is the method's goal
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- and therefore also its misuse vector: the same property that makes feedback usable in a
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- child's own voice makes the model a voice-cloning tool for a minor. Use it only with
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- appropriate consent and ethical oversight.
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-
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  ## Usage
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  ```python
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  every tensor detached, CPU-resident and contiguous. Precision is unchanged (float32; no fp16
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  cast, which would alter outputs).
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- - 2258 MB → 767 MB; the 1491 MB removed is optimizer state, which inference never reads
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- - `sha256` of `model.pth`: `6c5faf5b4967b4d26cb4c58d4517dcc477729a579039316741bd88b9bd0f16e0`
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- - Verified bit-exact against the training checkpoint it was stripped from: under a fixed seed,
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- the two produce an identical 256-d style vector and identical waveform samples
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-
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- Full details in `manifest.json`.
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-
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  ## Citation
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  Rosero, Yeo, Mortensen, Van't Slot, Hallac, and Busso. *Generative Reconstruction of Pediatric
 
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  - **Not a medical device.** No diagnostic or treatment decision should rest on its output.
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  - Not a replacement for assessment by a licensed speech-language pathologist.
 
 
 
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  ## Training data
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  Child speech from UltraSuite/CLP-derived recordings, obtained under their own data use
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+ agreements. The corpus is not released here and is not redistributable: it is identifiable
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  child clinical speech. To fine-tune your own model,
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  <https://huggingface.co/datasets/changelinglab/ultrasuite-benchmark> is a suitable starting
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  point; see `DATA.md` in the code repository.
 
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  `alpha` is high on purpose. A low `alpha` leans on the reference acoustics, which is exactly
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  where the disordered articulation lives.
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+ Synthesis is stochastic. The initial style latent is zeros rather than a Gaussian draw,
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  but the ADPM2 sampler is ancestral and adds fresh noise at every step, so repeated calls
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  differ in waveform and in duration. Pass a `seed` for reproducible output.
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  ## Usage
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  ```python
 
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  every tensor detached, CPU-resident and contiguous. Precision is unchanged (float32; no fp16
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  cast, which would alter outputs).
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  ## Citation
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  Rosero, Yeo, Mortensen, Van't Slot, Hallac, and Busso. *Generative Reconstruction of Pediatric