Fritter-ASR-Parakeet
Collection
Fritter: NVIDIA Parakeet TDT 0.6B v2 fine-tuned for English tech dictation. Offline. NeMo, GGUF, ONNX, sherpa-onnx. CC-BY-NC-4.0. • 4 items • Updated
dataset string | role string | fritter_asr string | fritter_tts string | how string | excluded_tags list | takes int64 | hours float64 | measured timestamp[s] | url string | parent string |
|---|---|---|---|---|---|---|---|---|---|---|
danielrosehill/Read-Aloud-Voice-Sentences | primary audio | used | used (screened subset) | All Fritter training rows come from this dataset: the speaker's non-code-switching takes, minus the excluded tags. Fritter-TTS uses takes that pass a quality screen. | [
"israeli-places",
"israeli-streets",
"israeli-tv",
"israeli-names",
"tanach",
"biblical-verses",
"talmud",
"rabbinic-works",
"rabbis",
"halacha",
"name-cipher",
"paragraphs",
"weird-voices"
] | 28,570 | 43.75 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Read-Aloud-Voice-Sentences | null |
openslr/librispeech_asr | replay (against forgetting) | used | not used | About 10% of each training mix: train.clean.100 clips with LibriSpeech-PC punctuated, cased transcripts. | null | null | null | null | https://huggingface.co/datasets/openslr/librispeech_asr | null |
Hebrish/Acronym-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 99 | 0.122 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Acronym-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Background-Speech | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 12 | 0.022 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Background-Speech | Hebrish/Noisy-Condition-Sentences |
Hebrish/Brand-Name-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 378 | 0.701 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Brand-Name-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Currency-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 160 | 0.237 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Currency-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Disfluent-Read-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 55 | 0.221 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Disfluent-Read-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Expanded-Acronym-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 50 | 0.067 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Expanded-Acronym-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Hard-ASR-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 68 | 0.073 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Hard-ASR-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Irish-English-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 258 | 0.384 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Irish-English-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Noisy-Condition-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 7,202 | 10.098 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Noisy-Condition-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Pronunciation-Variants | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 170 | 0.235 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Pronunciation-Variants | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Repeated-Word-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 19 | 0.063 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Repeated-Word-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Self-Correction-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 27 | 0.045 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Self-Correction-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Singing-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 16 | 0.023 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Singing-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Spoken-Aside-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 5 | 0.013 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Spoken-Aside-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Whispered-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 312 | 0.486 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Whispered-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
danielrosehill/AI-Interactions-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 583 | 0.741 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/AI-Interactions-Sentences | danielrosehill/Tech-Sentences |
danielrosehill/General-English-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 1,910 | 2.886 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/General-English-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
danielrosehill/Homophone-Context-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 158 | 0.246 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Homophone-Context-Sentences | danielrosehill/General-English-Sentences |
danielrosehill/Linux-Admin-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 530 | 0.862 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Linux-Admin-Sentences | danielrosehill/Tech-Sentences |
danielrosehill/Personal-Vocabulary-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 191 | 0.247 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Personal-Vocabulary-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
danielrosehill/Smart-Home-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 185 | 0.291 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Smart-Home-Sentences | danielrosehill/Tech-Sentences |
danielrosehill/Tech-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 7,495 | 11.629 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Tech-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
danielrosehill/Voice-Command-Sentences | topic subset of the primary | used | via primary only | Its rows reach training through the primary dataset; listed for browsing by topic. | null | 1,266 | 0.69 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/Voice-Command-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Israeli-Name-Sentences | topic subset of the primary | not used | via primary only | code-switching (tag israeli-names excluded) | null | 117 | 0.173 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Israeli-Name-Sentences | danielrosehill/English-Hebrew-Codeswitching-Sentences |
Hebrish/Jewish-Religious-Terminology-Sentences | topic subset of the primary | not used | via primary only | code-switching | null | 2,146 | 3.861 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Jewish-Religious-Terminology-Sentences | danielrosehill/English-Hebrew-Codeswitching-Sentences |
Hebrish/Judaica-Sentences | topic subset of the primary | not used | via primary only | romanized Hebrew (tags talmud, rabbinic-works, rabbis, halacha excluded) | null | 772 | 1.461 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Judaica-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Weird-Voice-Sentences | topic subset of the primary | not used | via primary only | held back from all training (tag weird-voices) | null | 6 | 0.012 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Weird-Voice-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Yiddish-Sentences | topic subset of the primary | partial | via primary only | only rows not detected as code-switching (unverified share) | null | 348 | 0.551 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/Hebrish/Yiddish-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
danielrosehill/English-Hebrew-Codeswitching-Sentences | topic subset of the primary | not used | via primary only | code-switching; Fritter is English only | null | 8,233 | 14.05 | 2026-11-08T00:00:00 | https://huggingface.co/datasets/danielrosehill/English-Hebrew-Codeswitching-Sentences | danielrosehill/Read-Aloud-Voice-Sentences |
Hebrish/Master-Sentence-Bank | prompt text (what was read aloud) | indirect | indirect | The sentences the speaker read; no audio. | null | null | null | null | https://huggingface.co/datasets/Hebrish/Master-Sentence-Bank | null |
Fritter Training Sources
An index of the datasets the Fritter speech models are trained on. It holds no audio; each row links to the dataset itself.
sources: every dataset involved and how Fritter uses it (fritter_asr: used, partial, not used, indirect). All training audio comes from one primary dataset,danielrosehill/Read-Aloud-Voice-Sentences; the topic datasets listed with it are subsets of it, there for browsing by topic.releases: each published model version, its training run and the exact revision of the primary dataset it was trained on.
How Fritter (ASR) is trained
23 of 29 topic subsets are used. The training mix is the speaker's English takes that are not
code-switching, with these tags left out: israeli-places, israeli-streets, israeli-tv, israeli-names, tanach, biblical-verses, talmud, rabbinic-works, rabbis, halacha, name-cipher, paragraphs, weird-voices. About 10% of each mix is LibriSpeech replay, so general
English does not degrade. From v1.2 each release continues from the previous one on the new takes plus a
sample of earlier ones.
Sizes measured 2026-11-08.
Releases
| Model | Version | Run | Primary dataset revision |
|---|---|---|---|
| Fritter (ASR) | v1.0 | r11-general |
520e7506e379 |
| Fritter (ASR) | v1.1 | r25-general |
5ce184058554 |
| Fritter (ASR) | v1.2 | r30-general |
306a7450433d |
| Fritter (ASR) | v1.3 | r35-general |
39f21d714103 |
| Fritter TTS | v1 | fritter-tts-v1 |
not recorded |
Generated by scripts/fritter_training_sources.py in the training repository. Regenerated after each release.
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