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karyavirtual
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karyavirtual
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The model was initialized with newly created model weights and pretrained on approximately 2 billion Indonesian-language tokens.
Training hardware:
The training corpus was prepared from
HuggingFace FineWeb-2,
using the Indonesian Latin (ind_Latn) subset.
Approximately:
The original dataset is not redistributed with this repository.
Users should refer to the upstream dataset documentation, license, and terms.
Technical documentation and supporting resources:
https://github.com/novrian6/novai
The model was pretrained using causal language modeling.
Full pretraining logs and training source code are available in the project repository: https://github.com/novrian6/novai
This model is not a fine-tuned copy of Llama, GPT, Claude, Gemini, or another pretrained foundation model.
The architecture uses the Llama implementation available through Hugging Face Transformers, while the model weights were newly initialized and pretrained separately for NovAI.
The documented training run completed at:
15,259 / 15,259 steps
Training loss:
1.7229
Validation loss:
1.7012
Approximate training tokens:
2,000,027,648
The model uses the GPT-2 tokenizer with a vocabulary size of 50,257 tokens.
Tokenizer: https://huggingface.co/openai-community/gpt2
NovAI Base 102M is intended for:
NovAI Base 102M is a relatively small language model and should not be compared directly with substantially larger commercial or open-weight foundation models.
The model may generate incorrect, repetitive, biased, or factually unreliable content.
This repository contains the base pretrained model and is not an instruction-tuned conversational model.
The NovAI Base 102M model weights are released under the Apache License 2.0.
The training dataset, tokenizer, and third-party software remain subject to their respective licenses and terms.
Model: NovAI Base 102M
Developer: KaryaVirtual
Author: Nova Novriansyah, MSc, MBA
Website: https://karyavirtual.com/