AI & ML interests
ByT5, historical language models
hmbyt5's activity
Post
1539
My latest project is the outcome of the last 2+ years working with TPUs from the amazing TPU Research Cloud (TRC) program and training Encoder-only LMs with the TensorFlow Model Garden library.
👉 Link: https://github.com/stefan-it/model-garden-lms
An overview of some features:
- Cheatsheet for setting-up a TPU VM Pod (with all necessary dependencies) to pretrain LMs with TF Model Garden
- Conversion scripts that convert TF Model Garden weights to Hugging Face Transformers-compatible models
- Supported architectures include BERT, BERT with Token Dropping and TEAMS
I also released BERT-based models pretrained on the great Hugging Face FineWeb and FineWeb-Edu datasets (10BT subset). With more to come!
👉 Model Hub Link: https://huggingface.co/model-garden-lms
If you find these resources useful, please give them a like!
Made from Bavarian Oberland with ❤️ and 🥨.
👉 Link: https://github.com/stefan-it/model-garden-lms
An overview of some features:
- Cheatsheet for setting-up a TPU VM Pod (with all necessary dependencies) to pretrain LMs with TF Model Garden
- Conversion scripts that convert TF Model Garden weights to Hugging Face Transformers-compatible models
- Supported architectures include BERT, BERT with Token Dropping and TEAMS
I also released BERT-based models pretrained on the great Hugging Face FineWeb and FineWeb-Edu datasets (10BT subset). With more to come!
👉 Model Hub Link: https://huggingface.co/model-garden-lms
If you find these resources useful, please give them a like!
Made from Bavarian Oberland with ❤️ and 🥨.
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stefan-it
authored
2
papers
over 1 year ago
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stefan-it
updated
7
models
almost 2 years ago
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hmbyt5/byt5-small-historic-dutch-span20
Text2Text Generation
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Updated
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11
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hmbyt5/byt5-small-historic-dutch
Text2Text Generation
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Updated
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16
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hmbyt5/byt5-base-historic-english-span20
Text2Text Generation
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Updated
•
15
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hmbyt5/byt5-base-historic-english-span3
Text2Text Generation
•
Updated
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15
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hmbyt5/byt5-base-historic-dutch
Text2Text Generation
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Updated
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6
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hmbyt5/byt5-small-historic-english-span20
Text2Text Generation
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Updated
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4
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hmbyt5/byt5-small-english
Text2Text Generation
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Updated
•
14
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stefan-it
authored
4
papers
almost 2 years ago
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0
Paper
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2204.05211
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Published
German's Next Language Model
Paper
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2010.10906
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Published
FLERT: Document-Level Features for Named Entity Recognition
Paper
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2011.06993
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Published
hmBERT: Historical Multilingual Language Models for Named Entity Recognition
Paper
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2205.15575
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Published