Goldfish is a suite of monolingual language models trained for 350 languages.
This model is the
Gulf Arabic
(Arabic script) model trained on 14MB of data (all our data in the language), after accounting for an estimated byte premium of 1.37; content-matched text in Gulf Arabic takes on average 1.37x 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: afb_arab is an
individual language
code. However, you may also want to consider the arb_arab (Standard Arabic) models which are trained on more data.
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: 124770816
Maximum sequence length: 512 tokens
Training text data (raw): 19.58MB
Training text data (byte premium scaled): 14.255MB
Training tokens: 3247616 (x10 epochs)
Vocabulary size: 50000
Compute cost: 1.656983420928e+16 FLOPs or ~1.6 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 afb_arab_full on huggingface.co
26
Total runs
0
24-hour runs
0
3-day runs
4
7-day runs
-13
30-day runs
More Information About afb_arab_full huggingface.co Model
afb_arab_full huggingface.co is an AI model on huggingface.co that provides afb_arab_full's model effect (), which can be used instantly with this goldfish-models afb_arab_full model. huggingface.co supports a free trial of the afb_arab_full model, and also provides paid use of the afb_arab_full. Support call afb_arab_full model through api, including Node.js, Python, http.
afb_arab_full huggingface.co is an online trial and call api platform, which integrates afb_arab_full's modeling effects, including api services, and provides a free online trial of afb_arab_full, you can try afb_arab_full online for free by clicking the link below.
goldfish-models afb_arab_full online free url in huggingface.co:
afb_arab_full is an open source model from GitHub that offers a free installation service, and any user can find afb_arab_full on GitHub to install. At the same time, huggingface.co provides the effect of afb_arab_full install, users can directly use afb_arab_full installed effect in huggingface.co for debugging and trial. It also supports api for free installation.