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burakaydinofficial/whispered-mla-experiments
whispered-mla-experiments is a machine learning model from burakaydinofficial. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
Every study checkpoint behind the Whispered MLA release (specialists, mixes, fairness controls, pluscross variants, matched-budget pairs), so the study can be verified or extended without retraining. Research artifact…
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Updated Jul 5, 2026
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From the Hugging Face model README
Every study checkpoint behind the Whispered MLA release (specialists, mixes, fairness controls, plus_cross variants, matched-budget pairs), so the study can be verified or extended without retraining. Research artifacts — read the warnings.
Load any entry: AutoModelForSpeechSeq2Seq.from_pretrained('burakaydinofficial/whispered-mla-experiments', subfolder='<name>', trust_remote_code=True) (transformers==4.46.x; scheme=none entries load without trust_remote_code).
Warnings: single-language slate/* models DESTROY other languages (that finding is their purpose); *_tiny/_base are 8k-budget concept runs, superseded by the released family; quality claims live in the released models' cards, not here.
| entry | scheme | scope | languages | steps | base |
|---|---|---|---|---|---|
slate_en | partial_preservation | decoder_self | en | 2000 | whisper-small |
slate_de | partial_preservation | decoder_self | de | 2000 | whisper-small |
slate_ru | partial_preservation | decoder_self | ru | 2000 | whisper-small |
slate_ar | partial_preservation | decoder_self | ar | 2000 | whisper-small |
slate_ka | partial_preservation | decoder_self | ka | 2000 | whisper-small |
slate_zh-CN | partial_preservation | decoder_self | zh-CN | 2000 | whisper-small |
fair_en | none | decoder_self | en | 2000 | whisper-small |
fair_ar | none | decoder_self | ar | 2000 | whisper-small |
fair_zh-CN | none | decoder_self | zh-CN | 2000 | whisper-small |
mix_mla | partial_preservation | decoder_self | en+de+ru+ar+ka+zh-CN | 6000 | whisper-small |
mix_none | none | decoder_self | en+de+ru+ar+ka+zh-CN | 6000 | whisper-small |
mix11_mla | partial_preservation | decoder_self | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-small |
mix11_none | none | decoder_self | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-small |
pxc_en | partial_preservation | plus_cross | en | 2000 | whisper-small |
pxc_mix11 | partial_preservation | plus_cross | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-small |
mix11_mla_tiny | partial_preservation | decoder_self | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-tiny |
mix11_none_tiny | none | decoder_self | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-tiny |
mix11_mla_base | partial_preservation | decoder_self | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-base |
mix11_none_base | none | decoder_self | ar+cy+de+en+es+fr+ka+ru+th+tr+zh-CN | 6000 | whisper-base |
Full per-model provenance: registry.json in this repo.