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Parameter descriptions:

Base Model Data
Are datasources for training the base model comprehensively documented and freely made available? In case a distinction between base (foundation) and end (user) model is not applicable, this mirrors the end model data entries.
End User Model Data
Are datasources for training the model that the enduser interacts with comprehensively documented and freely made available?
Base Model Weights
Are the weights of the base models made freely available? In case a distinction between base (foundation) and end (user) model is not applicable, this mirrors the end model data entries.
End User Model Weights
Are the weights of the model that the enduser interacts with made freely available?
Training Code
Is the source code of datasource processing, model training and tuining comprehensively and freely made available?
Code Documentation
Is the source code of datasource processing, model training and tuning comprehensively documented?
Hardware Architecture
Is the hardware architecture used for datasource processing and model training comprehensively documented?
Preprint
Are archived preprint(s) are available that detail all major parts of the system including datasource processing, model training and tuning steps?
Paper
Are peer-reviewed scientific publications available that detail all major parts of the system including datasource processing, model training and tuning steps?
Modelcard
Is a model card in standardized format available that provides comprehensive insight on model architecture, training, fine-tuning, and evaluation are available?
Datasheet
Is a datasheet as defined in "Datasheets for Datasets" (Gebru et al. 2021) available?
Package
Is a packaged release of the model available on a software repository (e.g. a Python Package Index, Homebrew)?
API and Meta Prompts
Is an API available that provides unrestricted access to the model (other than security and CDN restrictions)? If applicable, this entry also collects information on the use and availability of meta prompts.
Licenses
Is the project fully covered by Open Source Initiative (OSI)-approved licenses, including all data sources and training pipeline code?

Poro-34B

by Silo AI, TurkuNLP, High Performance Language Technologies (HPLT)

Bilingual model trained on Finnish, English, and programming languages
Text
Full
https://huggingface.co/LumiOpen/Poro-34B
Poro-34B
Poro-34B
Apache 2.0
Silo AI was acquired by AMD in August 2024
[ "https://www.silo.ai", "https://turkunlp.org", "https://hplt-project.org" ]
April 2024
Availability
Training Code
Custom fork of the Megatron-Deepspeed framework used for training Poro-34B.
https://github.com/LumiOpen/Megatron-DeepSpeed
Base Model Data
Even though all datasets are listed in the pre-print, some resources are no longer available
https://arxiv.org/html/2404.01856v1
End User Model Data
Same as datasources_basemodel; no additional fine-tuning data specified.
https://arxiv.org/html/2404.01856v1
Base Model Weights
Model weights available at various training checkpoints.
https://huggingface.co/LumiOpen/Poro-34B
End User Model Weights
Final model weights released under Apache 2.0 license.
https://huggingface.co/LumiOpen/Poro-34B
Documentation
Code Documentation
Training code and related scripts are publicly available.
https://github.com/TurkuNLP/Megatron-DeepSpeed/tree/main
Hardware Architecture
Hardware architecture described in paper.
https://arxiv.org/html/2404.01856v1
Preprint
Preprint available on arXiv.
https://arxiv.org/html/2404.01856v1
Paper
Paper published in the proceedings of NoDaLiDa/Baltic-HLT 2025
https://dspace.ut.ee/items/4556afe0-53bb-499d-a012-fa72a63cdd4d
Modelcard
Model card provides broad overview and links to full details.
https://huggingface.co/LumiOpen/Poro-34B
Datasheet
All details provided on HuggingFace and pre-print
https://huggingface.co/datasets/LumiOpen/Poro-34B-datasethttps://arxiv.org/html/2404.01856v1
Access
Package
No Packages published
API and Meta Prompts
No API found
Licenses
Apache 2.0 license, an OSI-approved license
https://huggingface.co/LumiOpen/Poro-34B#license
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