Goldfish is a suite of monolingual language models trained for 350 languages.
This model is the
Western Panjabi
(Arabic script) model trained on 5MB of data, after accounting for an estimated byte premium of 1.41; content-matched text in Western Panjabi takes on average 1.41x as many UTF-8 bytes to encode as English.
The Goldfish models are trained primarily for comparability across languages and for low-resource languages; Goldfish performance for high-resource languages is not designed to be comparable with modern large language models (LLMs).
Note: pnb_arab is an
individual language
code. It is not contained in any macrolanguage codes contained in Goldfish (for script arab).
To access all Goldfish model details programmatically, see
https://github.com/tylerachang/goldfish/blob/main/model_details.json
.
All models are trained with a [CLS] (same as [BOS]) token prepended, and a [SEP] (same as [EOS]) token separating sequences.
Details for this model specifically:
Architecture: gpt2
Parameters: 33844224
Maximum sequence length: 512 tokens
Training text data (raw): 7.07MB
Training text data (byte premium scaled): 5.005MB
Training tokens: 1317376 (x10 epochs)
Vocabulary size: 39221
Compute cost: 995647495864320.0 FLOPs or ~0.1 NVIDIA A6000 GPU hours
Training datasets (percentages prior to deduplication):
@article{chang-etal-2024-goldfish,
title={Goldfish: Monolingual Language Models for 350 Languages},
author={Chang, Tyler A. and Arnett, Catherine and Tu, Zhuowen and Bergen, Benjamin K.},
journal={Preprint},
year={2024},
}
Runs of goldfish-models pnb_arab_5mb on huggingface.co
28
Total runs
0
24-hour runs
-1
3-day runs
1
7-day runs
2
30-day runs
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